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| Tipo de Projeto | Modelo Selecionado | Linguagem |
|---|---|---|
Deteção de Objetos | YOLOv5 | PyTorch |
1 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
2 0/2999 14.1G 0.1176 0.03496 0.04929 227 640: 100% 5/5 [00:08<00:00, 1.65s/it]
3 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:04<00:00, 4.23s/it]
4 all 79 172 0.00117 0.29 0.00144 0.000293
5
6 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
7 1/2999 13.3G 0.11 0.03478 0.04837 216 640: 100% 5/5 [00:03<00:00, 1.34it/s]
8 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.98s/it]
9 all 79 172 0.00148 0.36 0.00143 0.000484
10
11 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
12 2/2999 13.3G 0.09838 0.03372 0.04588 189 640: 100% 5/5 [00:03<00:00, 1.29it/s]
13 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.42s/it]
14 all 79 172 0.00276 0.37 0.00585 0.00135
15
16 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
17 3/2999 13.3G 0.08941 0.03499 0.04303 171 640: 100% 5/5 [00:03<00:00, 1.39it/s]
18 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.42s/it]
19 all 79 172 0.00324 0.61 0.00878 0.00303
20
21 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
22 4/2999 13.3G 0.08229 0.03798 0.03902 230 640: 100% 5/5 [00:03<00:00, 1.39it/s]
23 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.24s/it]
24 all 79 172 0.00479 0.803 0.0192 0.0057
25
26 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
27 5/2999 13.3G 0.07235 0.03762 0.03592 187 640: 100% 5/5 [00:03<00:00, 1.39it/s]
28 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.32s/it]
29 all 79 172 0.772 0.0641 0.0685 0.0199
30
31 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
32 6/2999 13.3G 0.06836 0.03883 0.03304 227 640: 100% 5/5 [00:03<00:00, 1.38it/s]
33 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.07s/it]
34 all 79 172 0.332 0.221 0.0677 0.0184
35
36 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
37 7/2999 13.3G 0.06247 0.03535 0.0311 201 640: 100% 5/5 [00:03<00:00, 1.38it/s]
38 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.57s/it]
39 all 79 172 0.326 0.266 0.082 0.0217
40
41 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
42 8/2999 13.3G 0.05948 0.0349 0.02835 161 640: 100% 5/5 [00:03<00:00, 1.36it/s]
43 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.30s/it]
44 all 79 172 0.393 0.295 0.175 0.0498
45
46 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
47 9/2999 13.3G 0.05892 0.03628 0.02495 221 640: 100% 5/5 [00:03<00:00, 1.38it/s]
48 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.40s/it]
49 all 79 172 0.386 0.303 0.138 0.0436
50
51 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
52 10/2999 13.3G 0.05797 0.03046 0.02325 158 640: 100% 5/5 [00:03<00:00, 1.39it/s]
53 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.24s/it]
54 all 79 172 0.449 0.376 0.226 0.0926
55
56 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
57 11/2999 13.3G 0.05604 0.03243 0.02248 226 640: 100% 5/5 [00:03<00:00, 1.37it/s]
58 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.23s/it]
59 all 79 172 0.519 0.326 0.3 0.129
60
61 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
62 12/2999 13.3G 0.05705 0.03044 0.02158 181 640: 100% 5/5 [00:03<00:00, 1.32it/s]
63 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.08s/it]
64 all 79 172 0.508 0.342 0.361 0.191
65
66 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
67 13/2999 13.3G 0.05534 0.02701 0.01887 167 640: 100% 5/5 [00:03<00:00, 1.37it/s]
68 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.29s/it]
69 all 79 172 0.429 0.367 0.242 0.0978
70
71 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
72 14/2999 13.3G 0.05445 0.03095 0.01875 188 640: 100% 5/5 [00:03<00:00, 1.35it/s]
73 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.15s/it]
74 all 79 172 0.517 0.495 0.393 0.178
75
76 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
77 15/2999 13.3G 0.05658 0.02785 0.01648 175 640: 100% 5/5 [00:03<00:00, 1.33it/s]
78 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.12s/it]
79 all 79 172 0.512 0.479 0.358 0.177
80
81 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
82 16/2999 13.3G 0.05553 0.02625 0.01534 186 640: 100% 5/5 [00:03<00:00, 1.37it/s]
83 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.13s/it]
84 all 79 172 0.533 0.464 0.412 0.178
85
86 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
87 17/2999 13.3G 0.0524 0.02705 0.01531 187 640: 100% 5/5 [00:04<00:00, 1.18it/s]
88 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:02<00:00, 2.25s/it]
89 all 79 172 0.304 0.483 0.299 0.12
90
91 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
92 18/2999 13.3G 0.05295 0.02631 0.01442 162 640: 100% 5/5 [00:04<00:00, 1.01it/s]
93 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.99s/it]
94 all 79 172 0.649 0.416 0.435 0.203
95
96 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
97 19/2999 13.3G 0.05205 0.027 0.01497 227 640: 100% 5/5 [00:03<00:00, 1.28it/s]
98 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.01s/it]
99 all 79 172 0.305 0.518 0.336 0.151
100
101 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
102 20/2999 13.3G 0.05057 0.02601 0.01201 190 640: 100% 5/5 [00:03<00:00, 1.32it/s]
103 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.02s/it]
104 all 79 172 0.456 0.594 0.442 0.192
105
106 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
107 21/2999 13.3G 0.0488 0.02679 0.01386 138 640: 100% 5/5 [00:03<00:00, 1.32it/s]
108 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.07it/s]
109 all 79 172 0.418 0.586 0.428 0.221
110
111 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
112 22/2999 13.3G 0.04713 0.02576 0.01446 215 640: 100% 5/5 [00:03<00:00, 1.33it/s]
113 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.01it/s]
114 all 79 172 0.642 0.477 0.467 0.23
115
116 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
117 23/2999 13.3G 0.04759 0.02555 0.0115 179 640: 100% 5/5 [00:03<00:00, 1.32it/s]
118 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.06s/it]
119 all 79 172 0.611 0.474 0.436 0.21
120
121 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
122 24/2999 13.3G 0.0453 0.02547 0.01341 218 640: 100% 5/5 [00:03<00:00, 1.31it/s]
123 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.05it/s]
124 all 79 172 0.661 0.485 0.517 0.273
125
126 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
127 25/2999 13.3G 0.04469 0.02657 0.01159 229 640: 100% 5/5 [00:03<00:00, 1.34it/s]
128 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.04it/s]
129 all 79 172 0.62 0.42 0.481 0.236
130
131 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
132 26/2999 13.3G 0.04451 0.02416 0.0126 202 640: 100% 5/5 [00:03<00:00, 1.31it/s]
133 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.15s/it]
134 all 79 172 0.719 0.431 0.502 0.28
135
136 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
137 27/2999 13.3G 0.04454 0.02421 0.0113 165 640: 100% 5/5 [00:03<00:00, 1.29it/s]
138 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.06it/s]
139 all 79 172 0.484 0.424 0.438 0.217
140
141 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
142 28/2999 13.3G 0.04353 0.02453 0.01121 222 640: 100% 5/5 [00:03<00:00, 1.28it/s]
143 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.05it/s]
144 all 79 172 0.328 0.335 0.307 0.165
145
146 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
147 29/2999 13.3G 0.04318 0.024 0.01177 168 640: 100% 5/5 [00:03<00:00, 1.26it/s]
148 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.01it/s]
149 all 79 172 0.399 0.317 0.292 0.141
150
151 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
152 30/2999 13.3G 0.04106 0.0244 0.01042 202 640: 100% 5/5 [00:03<00:00, 1.31it/s]
153 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.08it/s]
154 all 79 172 0.654 0.512 0.52 0.29
155
156 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
157 31/2999 13.3G 0.04151 0.02421 0.01037 193 640: 100% 5/5 [00:03<00:00, 1.29it/s]
158 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.06s/it]
159 all 79 172 0.73 0.389 0.46 0.254
160
161 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
162 32/2999 13.3G 0.04187 0.02569 0.009244 193 640: 100% 5/5 [00:03<00:00, 1.31it/s]
163 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.08s/it]
164 all 79 172 0.372 0.432 0.397 0.184
165
166 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
167 33/2999 13.3G 0.04139 0.02411 0.007808 191 640: 100% 5/5 [00:03<00:00, 1.30it/s]
168 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.03s/it]
169 all 79 172 0.657 0.571 0.583 0.354
170
171 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
172 34/2999 13.3G 0.03919 0.02373 0.008649 186 640: 100% 5/5 [00:03<00:00, 1.29it/s]
173 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.04s/it]
174 all 79 172 0.719 0.515 0.556 0.273
175
176 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
177 35/2999 13.3G 0.03933 0.02373 0.01062 194 640: 100% 5/5 [00:03<00:00, 1.27it/s]
178 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.12it/s]
179 all 79 172 0.646 0.496 0.499 0.297
180
181 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
182 36/2999 13.3G 0.03985 0.02292 0.01068 171 640: 100% 5/5 [00:03<00:00, 1.28it/s]
183 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.05it/s]
184 all 79 172 0.597 0.514 0.424 0.212
185
186 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
187 37/2999 13.3G 0.04022 0.02436 0.01181 206 640: 100% 5/5 [00:03<00:00, 1.27it/s]
188 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.06it/s]
189 all 79 172 0.468 0.473 0.381 0.199
190
191 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
192 38/2999 13.3G 0.0392 0.02418 0.01042 207 640: 100% 5/5 [00:03<00:00, 1.30it/s]
193 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.06it/s]
194 all 79 172 0.589 0.442 0.495 0.25
195
196 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
197 39/2999 13.3G 0.03949 0.0232 0.008525 175 640: 100% 5/5 [00:03<00:00, 1.29it/s]
198 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.07s/it]
199 all 79 172 0.578 0.413 0.467 0.233
200
201 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
202 40/2999 13.3G 0.03951 0.02309 0.00936 189 640: 100% 5/5 [00:03<00:00, 1.30it/s]
203 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.03s/it]
204 all 79 172 0.473 0.597 0.552 0.319
205
206 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
207 41/2999 13.3G 0.03824 0.02332 0.01016 183 640: 100% 5/5 [00:03<00:00, 1.29it/s]
208 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.03s/it]
209 all 79 172 0.46 0.647 0.494 0.284
210
211 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
212 42/2999 13.3G 0.03829 0.02417 0.009787 197 640: 100% 5/5 [00:03<00:00, 1.30it/s]
213 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.01it/s]
214 all 79 172 0.289 0.588 0.436 0.211
215
216 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
217 43/2999 13.3G 0.03897 0.02372 0.009366 182 640: 100% 5/5 [00:03<00:00, 1.27it/s]
218 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.01it/s]
219 all 79 172 0.272 0.612 0.385 0.217
220
221 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
222 44/2999 13.3G 0.0391 0.02348 0.008347 223 640: 100% 5/5 [00:03<00:00, 1.29it/s]
223 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.01it/s]
224 all 79 172 0.621 0.392 0.457 0.238
225
226 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
227 45/2999 13.3G 0.03792 0.02103 0.01101 159 640: 100% 5/5 [00:03<00:00, 1.31it/s]
228 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.17s/it]
229 all 79 172 0.543 0.488 0.527 0.293
230
231 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
232 46/2999 13.3G 0.03747 0.02327 0.009737 211 640: 100% 5/5 [00:03<00:00, 1.30it/s]
233 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.04s/it]
234 all 79 172 0.423 0.621 0.509 0.278
235
236 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
237 47/2999 13.3G 0.03701 0.02207 0.008706 189 640: 100% 5/5 [00:03<00:00, 1.30it/s]
238 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.17s/it]
239 all 79 172 0.459 0.505 0.448 0.231
240
241 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
242 48/2999 13.3G 0.03722 0.02309 0.008686 179 640: 100% 5/5 [00:03<00:00, 1.31it/s]
243 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.14it/s]
244 all 79 172 0.488 0.637 0.532 0.289
245
246 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
247 49/2999 13.3G 0.03637 0.02043 0.007798 179 640: 100% 5/5 [00:03<00:00, 1.27it/s]
248 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.10it/s]
249 all 79 172 0.732 0.443 0.491 0.267
250
251 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
252 50/2999 13.3G 0.03709 0.02212 0.007632 194 640: 100% 5/5 [00:03<00:00, 1.32it/s]
253 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.29s/it]
254 all 79 172 0.468 0.676 0.564 0.324
255
256 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
257 51/2999 13.3G 0.03752 0.02221 0.009035 168 640: 100% 5/5 [00:03<00:00, 1.28it/s]
258 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.03it/s]
259 all 79 172 0.417 0.667 0.451 0.248
260
261 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
262 52/2999 13.3G 0.03637 0.02205 0.007745 216 640: 100% 5/5 [00:03<00:00, 1.30it/s]
263 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.08s/it]
264 all 79 172 0.602 0.533 0.563 0.305
265
266 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
267 53/2999 13.3G 0.03561 0.02235 0.006919 213 640: 100% 5/5 [00:03<00:00, 1.30it/s]
268 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.10s/it]
269 all 79 172 0.71 0.514 0.575 0.317
270
271 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
272 54/2999 13.3G 0.0375 0.02151 0.007491 189 640: 100% 5/5 [00:03<00:00, 1.30it/s]
273 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.05it/s]
274 all 79 172 0.724 0.39 0.472 0.246
275
276 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
277 55/2999 13.3G 0.03676 0.02192 0.007115 211 640: 100% 5/5 [00:03<00:00, 1.31it/s]
278 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.06s/it]
279 all 79 172 0.617 0.509 0.502 0.308
280
281 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
282 56/2999 13.3G 0.03543 0.02149 0.008343 174 640: 100% 5/5 [00:03<00:00, 1.30it/s]
283 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.05it/s]
284 all 79 172 0.599 0.519 0.537 0.302
285
286 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
287 57/2999 13.3G 0.03516 0.02129 0.00804 185 640: 100% 5/5 [00:03<00:00, 1.26it/s]
288 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.09s/it]
289 all 79 172 0.48 0.465 0.442 0.253
290
291 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
292 58/2999 13.3G 0.03451 0.02335 0.009221 200 640: 100% 5/5 [00:03<00:00, 1.29it/s]
293 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.09s/it]
294 all 79 172 0.503 0.407 0.386 0.196
295
296 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
297 59/2999 13.3G 0.0356 0.02126 0.006811 248 640: 100% 5/5 [00:03<00:00, 1.29it/s]
298 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.05it/s]
299 all 79 172 0.697 0.329 0.407 0.219
300
301 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
302 60/2999 13.3G 0.03437 0.02229 0.007112 226 640: 100% 5/5 [00:03<00:00, 1.29it/s]
303 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.03s/it]
304 all 79 172 0.422 0.53 0.456 0.252
305
306 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
307 61/2999 13.3G 0.03398 0.02009 0.007508 209 640: 100% 5/5 [00:03<00:00, 1.29it/s]
308 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.12s/it]
309 all 79 172 0.716 0.369 0.501 0.286
310
311 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
312 62/2999 13.3G 0.03399 0.02136 0.007171 189 640: 100% 5/5 [00:03<00:00, 1.29it/s]
313 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.07s/it]
314 all 79 172 0.492 0.623 0.51 0.289
315
316 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
317 63/2999 13.3G 0.0354 0.02072 0.008472 176 640: 100% 5/5 [00:03<00:00, 1.32it/s]
318 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.49s/it]
319 all 79 172 0.623 0.603 0.616 0.373
320
321 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
322 64/2999 13.3G 0.03459 0.02183 0.008503 187 640: 100% 5/5 [00:04<00:00, 1.21it/s]
323 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.17s/it]
324 all 79 172 0.6 0.618 0.642 0.324
325
326 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
327 65/2999 13.3G 0.03388 0.02139 0.008551 205 640: 100% 5/5 [00:03<00:00, 1.27it/s]
328 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.02s/it]
329 all 79 172 0.614 0.314 0.34 0.18
330
331 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
332 66/2999 13.3G 0.03483 0.02107 0.009369 173 640: 100% 5/5 [00:03<00:00, 1.28it/s]
333 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.10it/s]
334 all 79 172 0.494 0.505 0.489 0.257
335
336 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
337 67/2999 13.3G 0.0334 0.0195 0.006718 162 640: 100% 5/5 [00:03<00:00, 1.31it/s]
338 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.05s/it]
339 all 79 172 0.608 0.412 0.454 0.246
340
341 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
342 68/2999 13.3G 0.03517 0.02186 0.008161 200 640: 100% 5/5 [00:03<00:00, 1.28it/s]
343 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.02it/s]
344 all 79 172 0.691 0.441 0.521 0.324
345
346 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
347 69/2999 13.3G 0.03397 0.0213 0.007542 192 640: 100% 5/5 [00:03<00:00, 1.28it/s]
348 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.07it/s]
349 all 79 172 0.598 0.403 0.453 0.233
350
351 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
352 70/2999 13.3G 0.03464 0.02079 0.00808 220 640: 100% 5/5 [00:03<00:00, 1.29it/s]
353 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.11s/it]
354 all 79 172 0.657 0.415 0.505 0.287
355
356 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
357 71/2999 13.3G 0.03414 0.02142 0.006937 149 640: 100% 5/5 [00:03<00:00, 1.29it/s]
358 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.05it/s]
359 all 79 172 0.529 0.476 0.479 0.28
360
361 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
362 72/2999 13.3G 0.03195 0.02103 0.007308 189 640: 100% 5/5 [00:03<00:00, 1.31it/s]
363 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.01s/it]
364 all 79 172 0.611 0.424 0.426 0.258
365
366 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
367 73/2999 13.3G 0.03293 0.0218 0.00651 222 640: 100% 5/5 [00:03<00:00, 1.27it/s]
368 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.15it/s]
369 all 79 172 0.728 0.479 0.542 0.337
370
371 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
372 74/2999 13.3G 0.03236 0.01866 0.009649 127 640: 100% 5/5 [00:03<00:00, 1.29it/s]
373 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.01s/it]
374 all 79 172 0.588 0.594 0.595 0.36
375
376 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
377 75/2999 13.3G 0.03235 0.01942 0.007454 176 640: 100% 5/5 [00:03<00:00, 1.30it/s]
378 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.04s/it]
379 all 79 172 0.713 0.562 0.592 0.334
380
381 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
382 76/2999 13.3G 0.03392 0.02069 0.006954 187 640: 100% 5/5 [00:03<00:00, 1.27it/s]
383 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.00it/s]
384 all 79 172 0.753 0.474 0.537 0.31
385
386 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
387 77/2999 13.3G 0.03292 0.02024 0.00708 179 640: 100% 5/5 [00:03<00:00, 1.29it/s]
388 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.03it/s]
389 all 79 172 0.724 0.502 0.523 0.285
390
391 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
392 78/2999 13.3G 0.03178 0.021 0.006592 208 640: 100% 5/5 [00:03<00:00, 1.30it/s]
393 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.03it/s]
394 all 79 172 0.724 0.503 0.527 0.304
395
396 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
397 79/2999 13.3G 0.03131 0.01963 0.0057 187 640: 100% 5/5 [00:03<00:00, 1.29it/s]
398 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.12s/it]
399 all 79 172 0.703 0.471 0.539 0.329
400
401 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
402 80/2999 13.3G 0.03203 0.02018 0.008287 198 640: 100% 5/5 [00:03<00:00, 1.30it/s]
403 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.04s/it]
404 all 79 172 0.77 0.499 0.564 0.324
405
406 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
407 81/2999 13.3G 0.03084 0.01961 0.007307 206 640: 100% 5/5 [00:04<00:00, 1.16it/s]
408 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.81s/it]
409 all 79 172 0.687 0.463 0.535 0.318
410
411 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
412 82/2999 13.3G 0.03089 0.02012 0.006733 202 640: 100% 5/5 [00:04<00:00, 1.20it/s]
413 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.27s/it]
414 all 79 172 0.597 0.511 0.501 0.287
415
416 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
417 83/2999 13.3G 0.03064 0.01998 0.005996 211 640: 100% 5/5 [00:03<00:00, 1.28it/s]
418 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.18s/it]
419 all 79 172 0.601 0.418 0.48 0.25
420
421 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
422 84/2999 13.3G 0.03132 0.01948 0.004924 206 640: 100% 5/5 [00:03<00:00, 1.30it/s]
423 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.08s/it]
424 all 79 172 0.651 0.478 0.534 0.317
425
426 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
427 85/2999 13.3G 0.03003 0.01933 0.006001 216 640: 100% 5/5 [00:03<00:00, 1.28it/s]
428 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.02s/it]
429 all 79 172 0.718 0.447 0.572 0.33
430
431 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
432 86/2999 13.3G 0.0322 0.01857 0.006746 204 640: 100% 5/5 [00:03<00:00, 1.29it/s]
433 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.06it/s]
434 all 79 172 0.712 0.534 0.57 0.315
435
436 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
437 87/2999 13.3G 0.02937 0.0195 0.007804 208 640: 100% 5/5 [00:03<00:00, 1.26it/s]
438 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.06it/s]
439 all 79 172 0.667 0.539 0.59 0.377
440
441 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
442 88/2999 13.3G 0.03086 0.02039 0.007138 200 640: 100% 5/5 [00:03<00:00, 1.27it/s]
443 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.08it/s]
444 all 79 172 0.628 0.543 0.558 0.323
445
446 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
447 89/2999 13.3G 0.03102 0.01957 0.006189 216 640: 100% 5/5 [00:03<00:00, 1.30it/s]
448 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.09it/s]
449 all 79 172 0.558 0.57 0.476 0.272
450
451 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
452 90/2999 13.3G 0.03026 0.02042 0.008099 211 640: 100% 5/5 [00:03<00:00, 1.30it/s]
453 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.03it/s]
454 all 79 172 0.668 0.57 0.512 0.306
455
456 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
457 91/2999 13.3G 0.02908 0.01987 0.007552 200 640: 100% 5/5 [00:03<00:00, 1.29it/s]
458 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.01it/s]
459 all 79 172 0.616 0.483 0.481 0.278
460
461 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
462 92/2999 13.3G 0.03033 0.01963 0.007505 171 640: 100% 5/5 [00:03<00:00, 1.28it/s]
463 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.11it/s]
464 all 79 172 0.808 0.519 0.616 0.369
465
466 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
467 93/2999 13.3G 0.03 0.01985 0.007565 192 640: 100% 5/5 [00:03<00:00, 1.31it/s]
468 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.03s/it]
469 all 79 172 0.741 0.466 0.533 0.313
470
471 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
472 94/2999 13.3G 0.03061 0.01982 0.006072 164 640: 100% 5/5 [00:03<00:00, 1.31it/s]
473 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.04it/s]
474 all 79 172 0.839 0.448 0.552 0.332
475
476 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
477 95/2999 13.3G 0.02993 0.01983 0.00618 197 640: 100% 5/5 [00:03<00:00, 1.29it/s]
478 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.11s/it]
479 all 79 172 0.783 0.435 0.549 0.35
480
481 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
482 96/2999 13.3G 0.0297 0.01942 0.004898 193 640: 100% 5/5 [00:03<00:00, 1.30it/s]
483 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.05it/s]
484 all 79 172 0.808 0.534 0.602 0.383
485
486 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
487 97/2999 13.3G 0.03024 0.0192 0.007548 199 640: 100% 5/5 [00:03<00:00, 1.27it/s]
488 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.12it/s]
489 all 79 172 0.677 0.545 0.644 0.388
490
491 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
492 98/2999 13.3G 0.02892 0.01992 0.006328 202 640: 100% 5/5 [00:03<00:00, 1.29it/s]
493 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.04it/s]
494 all 79 172 0.659 0.531 0.599 0.365
495
496 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
497 99/2999 13.3G 0.02903 0.01783 0.008322 179 640: 100% 5/5 [00:03<00:00, 1.29it/s]
498 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.12it/s]
499 all 79 172 0.598 0.545 0.559 0.325
500
501 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
502 100/2999 13.3G 0.03175 0.01939 0.005829 211 640: 100% 5/5 [00:03<00:00, 1.30it/s]
503 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.09it/s]
504 all 79 172 0.602 0.477 0.479 0.279
505
506 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
507 101/2999 13.3G 0.02981 0.01811 0.006895 187 640: 100% 5/5 [00:03<00:00, 1.30it/s]
508 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.12s/it]
509 all 79 172 0.532 0.483 0.449 0.254
510
511 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
512 102/2999 13.3G 0.02894 0.01893 0.007293 178 640: 100% 5/5 [00:03<00:00, 1.30it/s]
513 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.03it/s]
514 all 79 172 0.76 0.362 0.532 0.311
515
516 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
517 103/2999 13.3G 0.02853 0.01932 0.005571 233 640: 100% 5/5 [00:03<00:00, 1.30it/s]
518 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.00it/s]
519 all 79 172 0.603 0.514 0.581 0.337
520
521 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
522 104/2999 13.3G 0.02875 0.01752 0.006674 162 640: 100% 5/5 [00:03<00:00, 1.29it/s]
523 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.03it/s]
524 all 79 172 0.76 0.454 0.57 0.332
525
526 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
527 105/2999 13.3G 0.02874 0.01946 0.006926 211 640: 100% 5/5 [00:03<00:00, 1.27it/s]
528 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.08it/s]
529 all 79 172 0.694 0.45 0.506 0.289
530
531 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
532 106/2999 13.3G 0.02967 0.01745 0.005547 205 640: 100% 5/5 [00:04<00:00, 1.22it/s]
533 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.75s/it]
534 all 79 172 0.748 0.507 0.519 0.296
535
536 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
537 107/2999 13.3G 0.03031 0.01972 0.006291 210 640: 100% 5/5 [00:04<00:00, 1.25it/s]
538 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.18s/it]
539 all 79 172 0.745 0.489 0.565 0.335
540
541 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
542 108/2999 13.3G 0.02897 0.01927 0.006829 186 640: 100% 5/5 [00:03<00:00, 1.28it/s]
543 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.06it/s]
544 all 79 172 0.743 0.543 0.545 0.312
545
546 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
547 109/2999 13.3G 0.03018 0.01939 0.006308 237 640: 100% 5/5 [00:03<00:00, 1.31it/s]
548 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.12s/it]
549 all 79 172 0.715 0.591 0.575 0.308
550
551 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
552 110/2999 13.3G 0.02912 0.01956 0.006358 192 640: 100% 5/5 [00:03<00:00, 1.30it/s]
553 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.01it/s]
554 all 79 172 0.717 0.545 0.581 0.347
555
556 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
557 111/2999 13.3G 0.02963 0.01883 0.007443 157 640: 100% 5/5 [00:03<00:00, 1.28it/s]
558 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.03it/s]
559 all 79 172 0.732 0.498 0.617 0.348
560
561 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
562 112/2999 13.3G 0.02796 0.01824 0.006296 226 640: 100% 5/5 [00:03<00:00, 1.29it/s]
563 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.00it/s]
564 all 79 172 0.67 0.632 0.623 0.384
565
566 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
567 113/2999 13.3G 0.02855 0.01817 0.005978 190 640: 100% 5/5 [00:03<00:00, 1.31it/s]
568 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.02s/it]
569 all 79 172 0.675 0.574 0.594 0.321
570
571 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
572 114/2999 13.3G 0.02922 0.01838 0.006151 185 640: 100% 5/5 [00:03<00:00, 1.28it/s]
573 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.07it/s]
574 all 79 172 0.782 0.457 0.584 0.336
575
576 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
577 115/2999 13.3G 0.02933 0.0188 0.008184 161 640: 100% 5/5 [00:03<00:00, 1.31it/s]
578 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.10s/it]
579 all 79 172 0.588 0.567 0.559 0.324
580
581 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
582 116/2999 13.3G 0.02704 0.0186 0.005759 217 640: 100% 5/5 [00:03<00:00, 1.31it/s]
583 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.01s/it]
584 all 79 172 0.712 0.594 0.61 0.387
585
586 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
587 117/2999 13.3G 0.02805 0.01756 0.007583 183 640: 100% 5/5 [00:03<00:00, 1.30it/s]
588 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.06it/s]
589 all 79 172 0.72 0.483 0.574 0.36
590
591 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
592 118/2999 13.3G 0.02756 0.0179 0.006019 190 640: 100% 5/5 [00:03<00:00, 1.28it/s]
593 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.11it/s]
594 all 79 172 0.726 0.576 0.603 0.351
595
596 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
597 119/2999 13.3G 0.02793 0.01717 0.007643 168 640: 100% 5/5 [00:03<00:00, 1.30it/s]
598 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.00it/s]
599 all 79 172 0.735 0.538 0.595 0.338
600
601 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
602 120/2999 13.3G 0.0286 0.01874 0.005134 223 640: 100% 5/5 [00:03<00:00, 1.26it/s]
603 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.11s/it]
604 all 79 172 0.653 0.528 0.551 0.323
605
606 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
607 121/2999 13.3G 0.0283 0.01745 0.005626 189 640: 100% 5/5 [00:03<00:00, 1.26it/s]
608 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.05it/s]
609 all 79 172 0.763 0.444 0.544 0.34
610
611 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
612 122/2999 13.3G 0.02849 0.01963 0.00636 189 640: 100% 5/5 [00:03<00:00, 1.30it/s]
613 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.06s/it]
614 all 79 172 0.728 0.518 0.622 0.356
615
616 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
617 123/2999 13.3G 0.02766 0.01739 0.005559 157 640: 100% 5/5 [00:03<00:00, 1.29it/s]
618 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.14it/s]
619 all 79 172 0.705 0.387 0.452 0.269
620
621 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
622 124/2999 13.3G 0.02744 0.01842 0.007753 207 640: 100% 5/5 [00:03<00:00, 1.30it/s]
623 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.05it/s]
624 all 79 172 0.756 0.553 0.605 0.347
625
626 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
627 125/2999 13.3G 0.02833 0.01658 0.005275 144 640: 100% 5/5 [00:03<00:00, 1.28it/s]
628 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.02it/s]
629 all 79 172 0.771 0.441 0.507 0.327
630
631 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
632 126/2999 13.3G 0.02873 0.01809 0.006018 230 640: 100% 5/5 [00:03<00:00, 1.30it/s]
633 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.12s/it]
634 all 79 172 0.777 0.509 0.608 0.33
635
636 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
637 127/2999 13.3G 0.02782 0.01771 0.005374 184 640: 100% 5/5 [00:03<00:00, 1.28it/s]
638 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.06it/s]
639 all 79 172 0.736 0.517 0.548 0.345
640
641 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
642 128/2999 13.3G 0.02666 0.01821 0.004101 210 640: 100% 5/5 [00:03<00:00, 1.29it/s]
643 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.09it/s]
644 all 79 172 0.638 0.596 0.615 0.336
645
646 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
647 129/2999 13.3G 0.02662 0.01685 0.005201 182 640: 100% 5/5 [00:03<00:00, 1.30it/s]
648 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.07it/s]
649 all 79 172 0.722 0.597 0.629 0.366
650
651 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
652 130/2999 13.3G 0.02622 0.01672 0.006191 144 640: 100% 5/5 [00:03<00:00, 1.28it/s]
653 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.10it/s]
654 all 79 172 0.802 0.468 0.542 0.325
655
656 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
657 131/2999 13.3G 0.02667 0.01867 0.00618 197 640: 100% 5/5 [00:03<00:00, 1.27it/s]
658 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.02s/it]
659 all 79 172 0.609 0.454 0.49 0.301
660
661 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
662 132/2999 13.3G 0.02787 0.01969 0.005775 229 640: 100% 5/5 [00:03<00:00, 1.26it/s]
663 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.04it/s]
664 all 79 172 0.525 0.437 0.459 0.266
665
666 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
667 133/2999 13.3G 0.02774 0.01836 0.006047 212 640: 100% 5/5 [00:03<00:00, 1.31it/s]
668 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.13it/s]
669 all 79 172 0.632 0.52 0.575 0.317
670
671 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
672 134/2999 13.3G 0.02741 0.01768 0.00579 219 640: 100% 5/5 [00:03<00:00, 1.31it/s]
673 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.03s/it]
674 all 79 172 0.625 0.632 0.585 0.37
675
676 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
677 135/2999 13.3G 0.02713 0.01778 0.005949 217 640: 100% 5/5 [00:03<00:00, 1.27it/s]
678 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.02it/s]
679 all 79 172 0.514 0.585 0.452 0.257
680
681 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
682 136/2999 13.3G 0.0277 0.01698 0.007301 162 640: 100% 5/5 [00:03<00:00, 1.30it/s]
683 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.07it/s]
684 all 79 172 0.578 0.407 0.444 0.255
685
686 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
687 137/2999 13.3G 0.0272 0.01767 0.004752 179 640: 100% 5/5 [00:03<00:00, 1.29it/s]
688 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.05it/s]
689 all 79 172 0.479 0.457 0.483 0.284
690
691 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
692 138/2999 13.3G 0.02749 0.018 0.004356 216 640: 100% 5/5 [00:03<00:00, 1.30it/s]
693 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.05s/it]
694 all 79 172 0.729 0.473 0.532 0.288
695
696 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
697 139/2999 13.3G 0.02768 0.01737 0.006317 188 640: 100% 5/5 [00:03<00:00, 1.28it/s]
698 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.09it/s]
699 all 79 172 0.657 0.548 0.533 0.298
700
701 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
702 140/2999 13.3G 0.02608 0.01767 0.00451 184 640: 100% 5/5 [00:03<00:00, 1.30it/s]
703 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.10s/it]
704 all 79 172 0.737 0.553 0.586 0.347
705
706 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
707 141/2999 13.3G 0.02657 0.01743 0.004523 201 640: 100% 5/5 [00:03<00:00, 1.30it/s]
708 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.51s/it]
709 all 79 172 0.781 0.515 0.606 0.363
710
711 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
712 142/2999 13.3G 0.02724 0.01774 0.006709 184 640: 100% 5/5 [00:04<00:00, 1.16it/s]
713 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.88s/it]
714 all 79 172 0.742 0.576 0.637 0.346
715
716 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
717 143/2999 13.3G 0.02575 0.01799 0.005323 212 640: 100% 5/5 [00:04<00:00, 1.25it/s]
718 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.30s/it]
719 all 79 172 0.776 0.492 0.563 0.35
720
721 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
722 144/2999 13.3G 0.02654 0.01726 0.005264 166 640: 100% 5/5 [00:04<00:00, 1.19it/s]
723 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.60s/it]
724 all 79 172 0.679 0.535 0.565 0.314
725
726 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
727 145/2999 13.3G 0.02687 0.01829 0.005005 250 640: 100% 5/5 [00:03<00:00, 1.29it/s]
728 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.03s/it]
729 all 79 172 0.81 0.523 0.563 0.342
730
731 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
732 146/2999 13.3G 0.02672 0.01687 0.005595 208 640: 100% 5/5 [00:03<00:00, 1.30it/s]
733 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.07s/it]
734 all 79 172 0.76 0.503 0.556 0.328
735
736 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
737 147/2999 13.3G 0.02691 0.01723 0.005911 180 640: 100% 5/5 [00:03<00:00, 1.29it/s]
738 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.08s/it]
739 all 79 172 0.748 0.537 0.579 0.338
740
741 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
742 148/2999 13.3G 0.02626 0.01806 0.004589 227 640: 100% 5/5 [00:04<00:00, 1.20it/s]
743 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.39s/it]
744 all 79 172 0.795 0.512 0.556 0.34
745
746 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
747 149/2999 13.3G 0.02653 0.01662 0.005405 177 640: 100% 5/5 [00:04<00:00, 1.24it/s]
748 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.12it/s]
749 all 79 172 0.791 0.464 0.531 0.328
750
751 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
752 150/2999 13.3G 0.0274 0.01625 0.006181 147 640: 100% 5/5 [00:03<00:00, 1.30it/s]
753 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.06it/s]
754 all 79 172 0.749 0.544 0.602 0.352
755
756 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
757 151/2999 13.3G 0.02522 0.01715 0.004715 184 640: 100% 5/5 [00:03<00:00, 1.29it/s]
758 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.08it/s]
759 all 79 172 0.801 0.549 0.596 0.363
760
761 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
762 152/2999 13.3G 0.02576 0.01662 0.004771 139 640: 100% 5/5 [00:03<00:00, 1.28it/s]
763 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.04it/s]
764 all 79 172 0.825 0.503 0.559 0.349
765
766 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
767 153/2999 13.3G 0.02895 0.01797 0.005624 185 640: 100% 5/5 [00:03<00:00, 1.31it/s]
768 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.05s/it]
769 all 79 172 0.837 0.465 0.54 0.341
770
771 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
772 154/2999 13.3G 0.02476 0.01641 0.005789 184 640: 100% 5/5 [00:03<00:00, 1.30it/s]
773 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.07it/s]
774 all 79 172 0.79 0.498 0.564 0.341
775
776 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
777 155/2999 13.3G 0.02548 0.01872 0.005374 212 640: 100% 5/5 [00:03<00:00, 1.28it/s]
778 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.11it/s]
779 all 79 172 0.824 0.498 0.573 0.347
780
781 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
782 156/2999 13.3G 0.02632 0.01815 0.006032 229 640: 100% 5/5 [00:04<00:00, 1.21it/s]
783 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.05it/s]
784 all 79 172 0.715 0.549 0.597 0.343
785
786 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
787 157/2999 13.3G 0.02511 0.01649 0.005817 195 640: 100% 5/5 [00:03<00:00, 1.27it/s]
788 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.17it/s]
789 all 79 172 0.821 0.566 0.663 0.385
790
791 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
792 158/2999 13.3G 0.02516 0.01653 0.005879 159 640: 100% 5/5 [00:03<00:00, 1.30it/s]
793 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.02it/s]
794 all 79 172 0.686 0.641 0.643 0.372
795
796 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
797 159/2999 13.3G 0.02657 0.01595 0.005654 185 640: 100% 5/5 [00:03<00:00, 1.29it/s]
798 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.00s/it]
799 all 79 172 0.676 0.625 0.652 0.378
800
801 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
802 160/2999 13.3G 0.02582 0.0173 0.005202 215 640: 100% 5/5 [00:03<00:00, 1.31it/s]
803 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.05it/s]
804 all 79 172 0.729 0.547 0.621 0.351
805
806 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
807 161/2999 13.3G 0.02607 0.01732 0.006912 218 640: 100% 5/5 [00:03<00:00, 1.30it/s]
808 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.04it/s]
809 all 79 172 0.679 0.483 0.547 0.322
810
811 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
812 162/2999 13.3G 0.02534 0.01606 0.005221 169 640: 100% 5/5 [00:03<00:00, 1.29it/s]
813 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.06s/it]
814 all 79 172 0.799 0.44 0.601 0.379
815
816 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
817 163/2999 13.3G 0.02638 0.01726 0.006002 216 640: 100% 5/5 [00:03<00:00, 1.30it/s]
818 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.00s/it]
819 all 79 172 0.689 0.635 0.631 0.381
820
821 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
822 164/2999 13.3G 0.02443 0.01882 0.005191 279 640: 100% 5/5 [00:03<00:00, 1.30it/s]
823 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.01it/s]
824 all 79 172 0.721 0.67 0.685 0.404
825
826 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
827 165/2999 13.3G 0.02414 0.01719 0.003583 182 640: 100% 5/5 [00:03<00:00, 1.28it/s]
828 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.03it/s]
829 all 79 172 0.67 0.646 0.681 0.409
830
831 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
832 166/2999 13.3G 0.02653 0.01778 0.005552 195 640: 100% 5/5 [00:03<00:00, 1.28it/s]
833 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.06it/s]
834 all 79 172 0.796 0.659 0.663 0.362
835
836 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
837 167/2999 13.3G 0.02577 0.01602 0.005825 178 640: 100% 5/5 [00:03<00:00, 1.31it/s]
838 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.14s/it]
839 all 79 172 0.721 0.69 0.704 0.404
840
841 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
842 168/2999 13.3G 0.02503 0.01867 0.004954 244 640: 100% 5/5 [00:03<00:00, 1.29it/s]
843 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.05it/s]
844 all 79 172 0.692 0.658 0.701 0.417
845
846 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
847 169/2999 13.3G 0.02524 0.01849 0.006853 222 640: 100% 5/5 [00:03<00:00, 1.29it/s]
848 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.07s/it]
849 all 79 172 0.716 0.598 0.644 0.371
850
851 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
852 170/2999 13.3G 0.02458 0.017 0.004295 193 640: 100% 5/5 [00:03<00:00, 1.28it/s]
853 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.03s/it]
854 all 79 172 0.589 0.633 0.537 0.318
855
856 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
857 171/2999 13.3G 0.02478 0.01661 0.003602 186 640: 100% 5/5 [00:03<00:00, 1.30it/s]
858 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.02it/s]
859 all 79 172 0.685 0.599 0.582 0.355
860
861 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
862 172/2999 13.3G 0.02531 0.01569 0.005721 175 640: 100% 5/5 [00:03<00:00, 1.29it/s]
863 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.06s/it]
864 all 79 172 0.687 0.607 0.62 0.367
865
866 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
867 173/2999 13.3G 0.02561 0.0182 0.005804 214 640: 100% 5/5 [00:03<00:00, 1.28it/s]
868 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.01it/s]
869 all 79 172 0.769 0.533 0.642 0.393
870
871 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
872 174/2999 13.3G 0.02489 0.01687 0.006483 180 640: 100% 5/5 [00:03<00:00, 1.28it/s]
873 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.04it/s]
874 all 79 172 0.647 0.56 0.638 0.39
875
876 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
877 175/2999 13.3G 0.02413 0.01744 0.006103 222 640: 100% 5/5 [00:03<00:00, 1.28it/s]
878 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.11it/s]
879 all 79 172 0.722 0.537 0.659 0.392
880
881 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
882 176/2999 13.3G 0.02617 0.0165 0.004711 183 640: 100% 5/5 [00:03<00:00, 1.29it/s]
883 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.06s/it]
884 all 79 172 0.658 0.547 0.588 0.34
885
886 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
887 177/2999 13.3G 0.02391 0.0172 0.006477 160 640: 100% 5/5 [00:04<00:00, 1.19it/s]
888 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.21it/s]
889 all 79 172 0.722 0.485 0.57 0.329
890
891 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
892 178/2999 13.3G 0.02595 0.0167 0.004114 203 640: 100% 5/5 [00:03<00:00, 1.28it/s]
893 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.03s/it]
894 all 79 172 0.75 0.421 0.499 0.285
895
896 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
897 179/2999 13.3G 0.02545 0.01615 0.005344 185 640: 100% 5/5 [00:03<00:00, 1.28it/s]
898 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.10it/s]
899 all 79 172 0.862 0.506 0.609 0.366
900
901 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
902 180/2999 13.3G 0.0244 0.01572 0.005259 219 640: 100% 5/5 [00:03<00:00, 1.29it/s]
903 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.02it/s]
904 all 79 172 0.848 0.563 0.642 0.371
905
906 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
907 181/2999 13.3G 0.02403 0.01656 0.004655 198 640: 100% 5/5 [00:03<00:00, 1.31it/s]
908 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.04s/it]
909 all 79 172 0.708 0.582 0.607 0.349
910
911 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
912 182/2999 13.3G 0.025 0.01808 0.005477 238 640: 100% 5/5 [00:03<00:00, 1.28it/s]
913 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.10it/s]
914 all 79 172 0.756 0.603 0.637 0.389
915
916 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
917 183/2999 13.3G 0.02387 0.01685 0.007013 194 640: 100% 5/5 [00:03<00:00, 1.30it/s]
918 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.00it/s]
919 all 79 172 0.75 0.625 0.693 0.435
920
921 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
922 184/2999 13.3G 0.02442 0.01655 0.005348 242 640: 100% 5/5 [00:03<00:00, 1.28it/s]
923 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.19it/s]
924 all 79 172 0.754 0.529 0.602 0.362
925
926 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
927 185/2999 13.3G 0.02413 0.01696 0.0051 175 640: 100% 5/5 [00:03<00:00, 1.29it/s]
928 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.14it/s]
929 all 79 172 0.843 0.546 0.663 0.395
930
931 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
932 186/2999 13.3G 0.02388 0.01608 0.003896 203 640: 100% 5/5 [00:03<00:00, 1.29it/s]
933 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.04it/s]
934 all 79 172 0.82 0.542 0.656 0.401
935
936 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
937 187/2999 13.3G 0.02426 0.01638 0.005311 166 640: 100% 5/5 [00:03<00:00, 1.26it/s]
938 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.72s/it]
939 all 79 172 0.802 0.555 0.616 0.374
940
941 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
942 188/2999 13.3G 0.02368 0.01607 0.005871 181 640: 100% 5/5 [00:03<00:00, 1.26it/s]
943 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.03it/s]
944 all 79 172 0.736 0.628 0.667 0.394
945
946 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
947 189/2999 13.3G 0.0257 0.01712 0.006646 205 640: 100% 5/5 [00:03<00:00, 1.28it/s]
948 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.01s/it]
949 all 79 172 0.781 0.441 0.596 0.332
950
951 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
952 190/2999 13.3G 0.02485 0.01648 0.005049 222 640: 100% 5/5 [00:03<00:00, 1.32it/s]
953 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.17it/s]
954 all 79 172 0.76 0.466 0.549 0.304
955
956 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
957 191/2999 13.3G 0.02291 0.01608 0.005364 217 640: 100% 5/5 [00:03<00:00, 1.29it/s]
958 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.08it/s]
959 all 79 172 0.696 0.473 0.51 0.315
960
961 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
962 192/2999 13.3G 0.02464 0.01737 0.006162 205 640: 100% 5/5 [00:03<00:00, 1.32it/s]
963 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.17s/it]
964 all 79 172 0.696 0.493 0.535 0.325
965
966 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
967 193/2999 13.3G 0.02452 0.01706 0.005202 197 640: 100% 5/5 [00:03<00:00, 1.29it/s]
968 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.14it/s]
969 all 79 172 0.801 0.429 0.562 0.332
970
971 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
972 194/2999 13.3G 0.02326 0.01667 0.004886 190 640: 100% 5/5 [00:03<00:00, 1.29it/s]
973 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.05s/it]
974 all 79 172 0.768 0.432 0.531 0.294
975
976 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
977 195/2999 13.3G 0.02424 0.01685 0.005938 231 640: 100% 5/5 [00:03<00:00, 1.30it/s]
978 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.02it/s]
979 all 79 172 0.87 0.384 0.528 0.319
980
981 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
982 196/2999 13.3G 0.02383 0.01643 0.005414 160 640: 100% 5/5 [00:03<00:00, 1.30it/s]
983 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.00it/s]
984 all 79 172 0.752 0.584 0.617 0.351
985
986 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
987 197/2999 13.3G 0.02474 0.01629 0.004213 195 640: 100% 5/5 [00:03<00:00, 1.28it/s]
988 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.14it/s]
989 all 79 172 0.819 0.516 0.617 0.336
990
991 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
992 198/2999 13.3G 0.02378 0.01605 0.004158 202 640: 100% 5/5 [00:03<00:00, 1.30it/s]
993 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.01it/s]
994 all 79 172 0.691 0.492 0.623 0.353
995
996 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
997 199/2999 13.3G 0.02474 0.01601 0.005006 196 640: 100% 5/5 [00:03<00:00, 1.29it/s]
998 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.11it/s]
999 all 79 172 0.845 0.481 0.57 0.349
1000
1001 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1002 200/2999 13.3G 0.02325 0.01525 0.004579 200 640: 100% 5/5 [00:03<00:00, 1.31it/s]
1003 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.04s/it]
1004 all 79 172 0.679 0.425 0.496 0.301
1005
1006 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1007 201/2999 13.3G 0.02245 0.01579 0.00427 226 640: 100% 5/5 [00:04<00:00, 1.23it/s]
1008 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.72s/it]
1009 all 79 172 0.743 0.428 0.494 0.303
1010
1011 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1012 202/2999 13.3G 0.02279 0.01541 0.007018 163 640: 100% 5/5 [00:03<00:00, 1.27it/s]
1013 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.24s/it]
1014 all 79 172 0.795 0.485 0.547 0.328
1015
1016 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1017 203/2999 13.3G 0.02381 0.01648 0.004034 192 640: 100% 5/5 [00:03<00:00, 1.30it/s]
1018 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.10it/s]
1019 all 79 172 0.695 0.529 0.619 0.37
1020
1021 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1022 204/2999 13.3G 0.02344 0.01555 0.003905 196 640: 100% 5/5 [00:03<00:00, 1.29it/s]
1023 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.34s/it]
1024 all 79 172 0.81 0.49 0.566 0.348
1025
1026 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1027 205/2999 13.3G 0.02414 0.01678 0.005969 225 640: 100% 5/5 [00:04<00:00, 1.21it/s]
1028 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.77s/it]
1029 all 79 172 0.793 0.499 0.551 0.343
1030
1031 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1032 206/2999 13.3G 0.02397 0.01629 0.005902 211 640: 100% 5/5 [00:04<00:00, 1.20it/s]
1033 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.13s/it]
1034 all 79 172 0.848 0.569 0.645 0.394
1035
1036 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1037 207/2999 13.3G 0.02395 0.01554 0.005462 170 640: 100% 5/5 [00:04<00:00, 1.24it/s]
1038 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.10it/s]
1039 all 79 172 0.826 0.536 0.643 0.394
1040
1041 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1042 208/2999 13.3G 0.02359 0.0166 0.005498 224 640: 100% 5/5 [00:03<00:00, 1.31it/s]
1043 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.06it/s]
1044 all 79 172 0.747 0.591 0.647 0.398
1045
1046 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1047 209/2999 13.3G 0.02367 0.01604 0.00558 225 640: 100% 5/5 [00:03<00:00, 1.27it/s]
1048 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.02s/it]
1049 all 79 172 0.747 0.53 0.614 0.378
1050
1051 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1052 210/2999 13.3G 0.02559 0.01545 0.005393 171 640: 100% 5/5 [00:03<00:00, 1.29it/s]
1053 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.15it/s]
1054 all 79 172 0.787 0.519 0.618 0.384
1055
1056 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1057 211/2999 13.3G 0.02273 0.0167 0.005695 202 640: 100% 5/5 [00:03<00:00, 1.30it/s]
1058 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.10it/s]
1059 all 79 172 0.79 0.512 0.612 0.386
1060
1061 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1062 212/2999 13.3G 0.02254 0.01724 0.005585 208 640: 100% 5/5 [00:03<00:00, 1.32it/s]
1063 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.13s/it]
1064 all 79 172 0.788 0.571 0.639 0.375
1065
1066 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1067 213/2999 13.3G 0.02419 0.01494 0.005212 207 640: 100% 5/5 [00:03<00:00, 1.29it/s]
1068 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.10it/s]
1069 all 79 172 0.842 0.53 0.648 0.364
1070
1071 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1072 214/2999 13.3G 0.02568 0.01664 0.004367 183 640: 100% 5/5 [00:03<00:00, 1.30it/s]
1073 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.04it/s]
1074 all 79 172 0.68 0.579 0.58 0.347
1075
1076 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1077 215/2999 13.3G 0.02463 0.01619 0.005758 209 640: 100% 5/5 [00:03<00:00, 1.31it/s]
1078 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.05it/s]
1079 all 79 172 0.69 0.573 0.583 0.335
1080
1081 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1082 216/2999 13.3G 0.02261 0.01598 0.005402 208 640: 100% 5/5 [00:03<00:00, 1.29it/s]
1083 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.07it/s]
1084 all 79 172 0.798 0.543 0.61 0.374
1085
1086 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1087 217/2999 13.3G 0.02275 0.01476 0.004736 160 640: 100% 5/5 [00:03<00:00, 1.28it/s]
1088 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.07it/s]
1089 all 79 172 0.714 0.539 0.56 0.341
1090
1091 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1092 218/2999 13.3G 0.02411 0.01569 0.004459 187 640: 100% 5/5 [00:03<00:00, 1.27it/s]
1093 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.07it/s]
1094 all 79 172 0.78 0.521 0.564 0.35
1095
1096 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1097 219/2999 13.3G 0.02208 0.01444 0.00422 173 640: 100% 5/5 [00:03<00:00, 1.30it/s]
1098 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.04it/s]
1099 all 79 172 0.627 0.504 0.557 0.353
1100
1101 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1102 220/2999 13.3G 0.023 0.0164 0.004591 218 640: 100% 5/5 [00:03<00:00, 1.29it/s]
1103 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.01s/it]
1104 all 79 172 0.838 0.465 0.597 0.36
1105
1106 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1107 221/2999 13.3G 0.02155 0.01479 0.003508 192 640: 100% 5/5 [00:03<00:00, 1.31it/s]
1108 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.00s/it]
1109 all 79 172 0.807 0.548 0.654 0.384
1110
1111 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1112 222/2999 13.3G 0.02316 0.01552 0.004726 217 640: 100% 5/5 [00:03<00:00, 1.32it/s]
1113 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.06it/s]
1114 all 79 172 0.747 0.677 0.707 0.39
1115
1116 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1117 223/2999 13.3G 0.0233 0.01691 0.007177 180 640: 100% 5/5 [00:03<00:00, 1.29it/s]
1118 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.03s/it]
1119 all 79 172 0.742 0.567 0.639 0.372
1120
1121 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1122 224/2999 13.3G 0.02206 0.01515 0.00455 173 640: 100% 5/5 [00:03<00:00, 1.28it/s]
1123 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.06it/s]
1124 all 79 172 0.76 0.499 0.619 0.368
1125
1126 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1127 225/2999 13.3G 0.0244 0.01643 0.004599 181 640: 100% 5/5 [00:03<00:00, 1.27it/s]
1128 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.04it/s]
1129 all 79 172 0.84 0.505 0.606 0.352
1130
1131 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1132 226/2999 13.3G 0.02239 0.01505 0.005543 201 640: 100% 5/5 [00:03<00:00, 1.29it/s]
1133 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.02it/s]
1134 all 79 172 0.676 0.555 0.635 0.378
1135
1136 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1137 227/2999 13.3G 0.02369 0.01622 0.005755 177 640: 100% 5/5 [00:03<00:00, 1.30it/s]
1138 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.10it/s]
1139 all 79 172 0.729 0.595 0.608 0.356
1140
1141 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1142 228/2999 13.3G 0.02266 0.01487 0.004909 204 640: 100% 5/5 [00:03<00:00, 1.30it/s]
1143 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.13s/it]
1144 all 79 172 0.665 0.54 0.549 0.345
1145
1146 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1147 229/2999 13.3G 0.0233 0.01656 0.00652 172 640: 100% 5/5 [00:04<00:00, 1.17it/s]
1148 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.10s/it]
1149 all 79 172 0.769 0.492 0.603 0.384
1150
1151 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1152 230/2999 13.3G 0.02232 0.01574 0.004084 183 640: 100% 5/5 [00:03<00:00, 1.29it/s]
1153 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.13s/it]
1154 all 79 172 0.678 0.568 0.599 0.381
1155
1156 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1157 231/2999 13.3G 0.0231 0.01623 0.004324 230 640: 100% 5/5 [00:03<00:00, 1.31it/s]
1158 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.08it/s]
1159 all 79 172 0.756 0.594 0.632 0.394
1160
1161 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1162 232/2999 13.3G 0.02286 0.01546 0.00569 185 640: 100% 5/5 [00:03<00:00, 1.28it/s]
1163 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.06it/s]
1164 all 79 172 0.789 0.53 0.608 0.378
1165
1166 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1167 233/2999 13.3G 0.0229 0.01477 0.004437 149 640: 100% 5/5 [00:03<00:00, 1.28it/s]
1168 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.04s/it]
1169 all 79 172 0.683 0.499 0.573 0.338
1170
1171 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1172 234/2999 13.3G 0.0234 0.01698 0.005284 215 640: 100% 5/5 [00:03<00:00, 1.31it/s]
1173 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.08it/s]
1174 all 79 172 0.771 0.472 0.544 0.317
1175
1176 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1177 235/2999 13.3G 0.02219 0.0148 0.004658 186 640: 100% 5/5 [00:03<00:00, 1.30it/s]
1178 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.17s/it]
1179 all 79 172 0.717 0.49 0.543 0.333
1180
1181 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1182 236/2999 13.3G 0.02321 0.0145 0.005254 161 640: 100% 5/5 [00:03<00:00, 1.29it/s]
1183 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.09it/s]
1184 all 79 172 0.73 0.506 0.55 0.328
1185
1186 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1187 237/2999 13.3G 0.02371 0.01623 0.004812 204 640: 100% 5/5 [00:03<00:00, 1.31it/s]
1188 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.04it/s]
1189 all 79 172 0.693 0.511 0.554 0.343
1190
1191 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1192 238/2999 13.3G 0.02394 0.01551 0.004886 161 640: 100% 5/5 [00:03<00:00, 1.28it/s]
1193 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.14it/s]
1194 all 79 172 0.791 0.444 0.594 0.376
1195
1196 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1197 239/2999 13.3G 0.02325 0.0154 0.004177 195 640: 100% 5/5 [00:03<00:00, 1.29it/s]
1198 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.00it/s]
1199 all 79 172 0.758 0.629 0.657 0.421
1200
1201 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1202 240/2999 13.3G 0.02192 0.0154 0.003914 202 640: 100% 5/5 [00:03<00:00, 1.30it/s]
1203 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.10it/s]
1204 all 79 172 0.683 0.556 0.631 0.388
1205
1206 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1207 241/2999 13.3G 0.02239 0.01488 0.007844 184 640: 100% 5/5 [00:03<00:00, 1.29it/s]
1208 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.13it/s]
1209 all 79 172 0.694 0.441 0.561 0.346
1210
1211 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1212 242/2999 13.3G 0.02268 0.0156 0.005672 179 640: 100% 5/5 [00:03<00:00, 1.25it/s]
1213 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.61s/it]
1214 all 79 172 0.841 0.46 0.552 0.341
1215
1216 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1217 243/2999 13.3G 0.02341 0.0154 0.005667 185 640: 100% 5/5 [00:04<00:00, 1.23it/s]
1218 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.14s/it]
1219 all 79 172 0.662 0.475 0.542 0.315
1220
1221 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1222 244/2999 13.3G 0.02246 0.01587 0.005929 182 640: 100% 5/5 [00:03<00:00, 1.29it/s]
1223 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.04it/s]
1224 all 79 172 0.674 0.509 0.56 0.354
1225
1226 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1227 245/2999 13.3G 0.02381 0.01481 0.005467 151 640: 100% 5/5 [00:03<00:00, 1.27it/s]
1228 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.14it/s]
1229 all 79 172 0.78 0.568 0.636 0.378
1230
1231 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1232 246/2999 13.3G 0.02173 0.01692 0.005114 238 640: 100% 5/5 [00:03<00:00, 1.27it/s]
1233 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.02it/s]
1234 all 79 172 0.639 0.566 0.578 0.352
1235
1236 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1237 247/2999 13.3G 0.02268 0.01652 0.004531 200 640: 100% 5/5 [00:03<00:00, 1.28it/s]
1238 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.04s/it]
1239 all 79 172 0.623 0.536 0.525 0.321
1240
1241 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1242 248/2999 13.3G 0.02235 0.01425 0.005001 192 640: 100% 5/5 [00:04<00:00, 1.25it/s]
1243 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.08it/s]
1244 all 79 172 0.697 0.525 0.599 0.386
1245
1246 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1247 249/2999 13.3G 0.02352 0.01621 0.003642 222 640: 100% 5/5 [00:03<00:00, 1.29it/s]
1248 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.08it/s]
1249 all 79 172 0.625 0.49 0.574 0.378
1250
1251 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1252 250/2999 13.3G 0.02184 0.01575 0.00716 221 640: 100% 5/5 [00:03<00:00, 1.29it/s]
1253 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.09it/s]
1254 all 79 172 0.657 0.513 0.563 0.364
1255
1256 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1257 251/2999 13.3G 0.02174 0.01629 0.004422 242 640: 100% 5/5 [00:03<00:00, 1.30it/s]
1258 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.04it/s]
1259 all 79 172 0.668 0.522 0.576 0.378
1260
1261 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1262 252/2999 13.3G 0.02075 0.01556 0.004782 225 640: 100% 5/5 [00:03<00:00, 1.28it/s]
1263 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.04s/it]
1264 all 79 172 0.705 0.523 0.559 0.341
1265
1266 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1267 253/2999 13.3G 0.02199 0.01595 0.003561 159 640: 100% 5/5 [00:03<00:00, 1.31it/s]
1268 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.01it/s]
1269 all 79 172 0.818 0.495 0.577 0.366
1270
1271 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1272 254/2999 13.3G 0.02302 0.01519 0.005618 225 640: 100% 5/5 [00:03<00:00, 1.28it/s]
1273 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.17it/s]
1274 all 79 172 0.818 0.511 0.561 0.34
1275
1276 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1277 255/2999 13.3G 0.02252 0.01508 0.004516 209 640: 100% 5/5 [00:03<00:00, 1.27it/s]
1278 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.03it/s]
1279 all 79 172 0.77 0.508 0.567 0.356
1280
1281 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1282 256/2999 13.3G 0.02207 0.01442 0.005011 174 640: 100% 5/5 [00:03<00:00, 1.30it/s]
1283 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.02it/s]
1284 all 79 172 0.763 0.515 0.566 0.366
1285
1286 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1287 257/2999 13.3G 0.02165 0.01472 0.005958 205 640: 100% 5/5 [00:03<00:00, 1.31it/s]
1288 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.16it/s]
1289 all 79 172 0.737 0.488 0.564 0.35
1290
1291 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1292 258/2999 13.3G 0.02085 0.01448 0.00546 197 640: 100% 5/5 [00:03<00:00, 1.27it/s]
1293 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.11it/s]
1294 all 79 172 0.666 0.512 0.608 0.374
1295
1296 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1297 259/2999 13.3G 0.02247 0.01579 0.004364 179 640: 100% 5/5 [00:03<00:00, 1.31it/s]
1298 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.12it/s]
1299 all 79 172 0.845 0.575 0.625 0.382
1300
1301 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1302 260/2999 13.3G 0.02216 0.01446 0.004768 206 640: 100% 5/5 [00:03<00:00, 1.31it/s]
1303 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.07it/s]
1304 all 79 172 0.717 0.526 0.613 0.373
1305
1306 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1307 261/2999 13.3G 0.02163 0.01531 0.004534 214 640: 100% 5/5 [00:03<00:00, 1.30it/s]
1308 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.15s/it]
1309 all 79 172 0.667 0.577 0.606 0.385
1310
1311 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1312 262/2999 13.3G 0.02124 0.0156 0.004753 214 640: 100% 5/5 [00:03<00:00, 1.28it/s]
1313 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.03it/s]
1314 all 79 172 0.691 0.504 0.557 0.333
1315
1316 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1317 263/2999 13.3G 0.02157 0.01402 0.003773 168 640: 100% 5/5 [00:04<00:00, 1.22it/s]
1318 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.78s/it]
1319 all 79 172 0.692 0.618 0.621 0.369
1320
1321 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1322 264/2999 13.3G 0.02115 0.01505 0.004787 219 640: 100% 5/5 [00:04<00:00, 1.14it/s]
1323 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.54s/it]
1324 all 79 172 0.703 0.587 0.617 0.358
1325
1326 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1327 265/2999 13.3G 0.02119 0.01501 0.003825 230 640: 100% 5/5 [00:04<00:00, 1.24it/s]
1328 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.22s/it]
1329 all 79 172 0.633 0.557 0.562 0.34
1330
1331 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1332 266/2999 13.3G 0.02232 0.01488 0.005141 193 640: 100% 5/5 [00:03<00:00, 1.29it/s]
1333 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.20it/s]
1334 all 79 172 0.679 0.553 0.55 0.348
1335
1336 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1337 267/2999 13.3G 0.02236 0.01423 0.003963 213 640: 100% 5/5 [00:03<00:00, 1.28it/s]
1338 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.02s/it]
1339 all 79 172 0.658 0.539 0.565 0.347
1340
1341 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1342 268/2999 13.3G 0.02109 0.01543 0.005812 185 640: 100% 5/5 [00:03<00:00, 1.29it/s]
1343 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.17it/s]
1344 all 79 172 0.631 0.529 0.567 0.36
1345
1346 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1347 269/2999 13.3G 0.02206 0.01438 0.004758 192 640: 100% 5/5 [00:03<00:00, 1.29it/s]
1348 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.03it/s]
1349 all 79 172 0.662 0.507 0.577 0.362
1350
1351 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1352 270/2999 13.3G 0.02145 0.01416 0.006062 183 640: 100% 5/5 [00:04<00:00, 1.23it/s]
1353 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.62s/it]
1354 all 79 172 0.808 0.489 0.598 0.377
1355
1356 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1357 271/2999 13.3G 0.02128 0.01363 0.004508 210 640: 100% 5/5 [00:04<00:00, 1.23it/s]
1358 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.14s/it]
1359 all 79 172 0.788 0.498 0.592 0.373
1360
1361 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1362 272/2999 13.3G 0.02323 0.01416 0.004713 181 640: 100% 5/5 [00:03<00:00, 1.28it/s]
1363 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.02it/s]
1364 all 79 172 0.68 0.556 0.591 0.383
1365
1366 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1367 273/2999 13.3G 0.02241 0.01433 0.005521 175 640: 100% 5/5 [00:03<00:00, 1.32it/s]
1368 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.10it/s]
1369 all 79 172 0.72 0.539 0.587 0.375
1370
1371 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1372 274/2999 13.3G 0.02156 0.01502 0.005296 187 640: 100% 5/5 [00:03<00:00, 1.31it/s]
1373 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.07it/s]
1374 all 79 172 0.7 0.516 0.578 0.371
1375
1376 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1377 275/2999 13.3G 0.02187 0.01516 0.004791 177 640: 100% 5/5 [00:03<00:00, 1.31it/s]
1378 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.15s/it]
1379 all 79 172 0.676 0.566 0.574 0.361
1380
1381 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1382 276/2999 13.3G 0.02218 0.01589 0.004767 229 640: 100% 5/5 [00:03<00:00, 1.27it/s]
1383 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.03it/s]
1384 all 79 172 0.699 0.514 0.59 0.365
1385
1386 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1387 277/2999 13.3G 0.02195 0.01649 0.004888 205 640: 100% 5/5 [00:03<00:00, 1.30it/s]
1388 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.05it/s]
1389 all 79 172 0.737 0.607 0.652 0.416
1390
1391 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1392 278/2999 13.3G 0.02141 0.01452 0.003921 173 640: 100% 5/5 [00:03<00:00, 1.27it/s]
1393 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.01it/s]
1394 all 79 172 0.657 0.603 0.639 0.408
1395
1396 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1397 279/2999 13.3G 0.02054 0.01555 0.004726 229 640: 100% 5/5 [00:03<00:00, 1.29it/s]
1398 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.05s/it]
1399 all 79 172 0.778 0.508 0.665 0.41
1400
1401 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1402 280/2999 13.3G 0.02179 0.01484 0.004448 188 640: 100% 5/5 [00:03<00:00, 1.29it/s]
1403 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.04it/s]
1404 all 79 172 0.793 0.552 0.646 0.392
1405
1406 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1407 281/2999 13.3G 0.0219 0.01377 0.006125 195 640: 100% 5/5 [00:03<00:00, 1.31it/s]
1408 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.13s/it]
1409 all 79 172 0.744 0.546 0.6 0.392
1410
1411 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1412 282/2999 13.3G 0.02197 0.01625 0.004896 215 640: 100% 5/5 [00:03<00:00, 1.31it/s]
1413 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:00<00:00, 1.04it/s]
1414 all 79 172 0.678 0.521 0.56 0.347
1415
1416 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
1417 283/2999 13.3G 0.02083 0.01468 0.005276 143 640: 100% 5/5 [00:03<00:00, 1.29it/s]
1418 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.52s/it]
1419 all 79 172 0.634 0.553 0.573 0.343
1420Stopping training early as no improvement observed in last 100 epochs. Best results observed at epoch 183, best model saved as best.pt.
1421To update EarlyStopping(patience=100) pass a new patience value, i.e. `python train.py --patience 300` or use `--patience 0` to disable EarlyStopping.
1422
1423284 epochs completed in 0.433 hours.
1424Optimizer stripped from runs/train/exp/weights/last.pt, 14.5MB
1425Optimizer stripped from runs/train/exp/weights/best.pt, 14.5MB
1426
1427Validating runs/train/exp/weights/best.pt...
1428Fusing layers...
1429Model summary: 157 layers, 7020913 parameters, 0 gradients, 15.8 GFLOPs
1430 Class Images Instances P R mAP50 mAP50-95: 100% 1/1 [00:01<00:00, 1.20s/it]
1431 all 79 172 0.75 0.624 0.693 0.434
1432 cadeira 79 78 0.714 0.462 0.527 0.255
1433 geladeira 79 4 0.763 0.816 0.895 0.64
1434 monitor 79 36 0.735 0.463 0.572 0.338
1435 quadro 79 54 0.788 0.756 0.78 0.505