This model is a fine-tuned version of microsoft/swin-base-patch4-window7-224 on the marconilabmak/hash-ultrasound-image-classification dataset. It achieves the following results on the evaluation set:

Loss: 2.0321
Accuracy: 0.8776
Precision Macro: 0.8643
Recall Macro: 0.8290
F1 Macro: 0.8412
Confusion Matrix: [[9, 0, 1, 0, 0, 1, 5, 0, 0], [0, 61, 0, 0, 0, 0, 0, 0, 0], [1, 0, 23, 0, 0, 0, 0, 0, 0], [0, 0, 0, 12, 0, 0, 0, 0, 0], [0, 0, 0, 0, 14, 4, 1, 0, 0], [0, 0, 1, 0, 0, 28, 0, 0, 0], [4, 1, 0, 0, 0, 1, 14, 1, 0], [0, 0, 0, 0, 0, 0, 3, 4, 0], [0, 0, 0, 0, 0, 0, 0, 0, 7]]
Classification Report: {'Placenta': {'precision': 0.6428571428571429, 'recall': 0.5625, 'f1-score': 0.6, 'support': 16.0}, 'Fetal brain': {'precision': 0.9838709677419355, 'recall': 1.0, 'f1-score': 0.991869918699187, 'support': 61.0}, 'Fetal femur': {'precision': 0.92, 'recall': 0.9583333333333334, 'f1-score': 0.9387755102040817, 'support': 24.0}, 'Maternal Cervix': {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0, 'support': 12.0}, 'Fetal thorax': {'precision': 1.0, 'recall': 0.7368421052631579, 'f1-score': 0.8484848484848485, 'support': 19.0}, 'Fetal abdomen': {'precision': 0.8235294117647058, 'recall': 0.9655172413793104, 'f1-score': 0.8888888888888888, 'support': 29.0}, 'Other': {'precision': 0.6086956521739131, 'recall': 0.6666666666666666, 'f1-score': 0.6363636363636364, 'support': 21.0}, 'Fetal spine': {'precision': 0.8, 'recall': 0.5714285714285714, 'f1-score': 0.6666666666666666, 'support': 7.0}, 'Fetal heart rate': {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0, 'support': 7.0}, 'accuracy': 0.8775510204081632, 'macro avg': {'precision': 0.8643281305041887, 'recall': 0.8290319908967823, 'f1-score': 0.8412277188119233, 'support': 196.0}, 'weighted avg': {'precision': 0.8808510456877601, 'recall': 0.8775510204081632, 'f1-score': 0.8753263786471494, 'support': 196.0}}
Sensitivity Per Class: {'Placenta': 0.5625, 'Fetal brain': 1.0, 'Fetal femur': 0.9583333333333334, 'Maternal Cervix': 1.0, 'Fetal thorax': 0.7368421052631579, 'Fetal abdomen': 0.9655172413793104, 'Other': 0.6666666666666666, 'Fetal spine': 0.5714285714285714, 'Fetal heart rate': 1.0}
Specificity Per Class: {'Placenta': 0.9722222222222222, 'Fetal brain': 0.9925925925925926, 'Fetal femur': 0.9883720930232558, 'Maternal Cervix': 1.0, 'Fetal thorax': 1.0, 'Fetal abdomen': 0.9640718562874252, 'Other': 0.9485714285714286, 'Fetal spine': 0.9947089947089947, 'Fetal heart rate': 1.0}

Model description

More information needed

Intended uses & limitations

More information needed

Training and evaluation data

More information needed

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

learning_rate: 5e-05
train_batch_size: 4
eval_batch_size: 16
seed: 42
gradient_accumulation_steps: 4
total_train_batch_size: 16
optimizer: Use OptimizerNames.ADAMW_TORCH_FUSED with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
lr_scheduler_type: cosine
lr_scheduler_warmup_steps: 0.1
num_epochs: 50

Training results

Training Loss	Epoch	Step	Validation Loss	Accuracy	Precision Macro	Recall Macro	F1 Macro	Confusion Matrix	Classification Report	Sensitivity Per Class	Specificity Per Class
7.9646	1.0	86	1.9270	0.4005	0.3952	0.3087	0.2835	[[2, 4, 1, 0, 0, 26, 0, 0, 0], [0, 85, 0, 0, 0, 37, 0, 0, 0], [5, 5, 6, 1, 0, 24, 6, 0, 0], [2, 6, 1, 0, 0, 15, 1, 0, 0], [0, 6, 0, 0, 4, 27, 0, 0, 1], [1, 9, 0, 1, 1, 44, 1, 0, 0], [0, 15, 3, 1, 0, 20, 4, 0, 0], [1, 3, 2, 0, 0, 8, 0, 0, 0], [0, 0, 0, 0, 0, 1, 0, 0, 12]]	{'Placenta': {'precision': 0.18181818181818182, 'recall': 0.06060606060606061, 'f1-score': 0.09090909090909091, 'support': 33.0}, 'Fetal brain': {'precision': 0.6390977443609023, 'recall': 0.6967213114754098, 'f1-score': 0.6666666666666666, 'support': 122.0}, 'Fetal femur': {'precision': 0.46153846153846156, 'recall': 0.1276595744680851, 'f1-score': 0.2, 'support': 47.0}, 'Maternal Cervix': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 25.0}, 'Fetal thorax': {'precision': 0.8, 'recall': 0.10526315789473684, 'f1-score': 0.18604651162790697, 'support': 38.0}, 'Fetal abdomen': {'precision': 0.21782178217821782, 'recall': 0.7719298245614035, 'f1-score': 0.33976833976833976, 'support': 57.0}, 'Other': {'precision': 0.3333333333333333, 'recall': 0.09302325581395349, 'f1-score': 0.14545454545454545, 'support': 43.0}, 'Fetal spine': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 14.0}, 'Fetal heart rate': {'precision': 0.9230769230769231, 'recall': 0.9230769230769231, 'f1-score': 0.9230769230769231, 'support': 13.0}, 'accuracy': 0.4005102040816326, 'macro avg': {'precision': 0.3951873807006689, 'recall': 0.3086977897662858, 'f1-score': 0.28354689750038586, 'support': 392.0}, 'weighted avg': {'precision': 0.4459474679128304, 'recall': 0.4005102040816326, 'f1-score': 0.3531235755013638, 'support': 392.0}}	{'Placenta': 0.06060606060606061, 'Fetal brain': 0.6967213114754098, 'Fetal femur': 0.1276595744680851, 'Maternal Cervix': 0.0, 'Fetal thorax': 0.10526315789473684, 'Fetal abdomen': 0.7719298245614035, 'Other': 0.09302325581395349, 'Fetal spine': 0.0, 'Fetal heart rate': 0.9230769230769231}	{'Placenta': 0.9749303621169917, 'Fetal brain': 0.8222222222222222, 'Fetal femur': 0.9797101449275363, 'Maternal Cervix': 0.9918256130790191, 'Fetal thorax': 0.9971751412429378, 'Fetal abdomen': 0.5283582089552239, 'Other': 0.9770773638968482, 'Fetal spine': 1.0, 'Fetal heart rate': 0.9973614775725593}
3.6898	2.0	172	0.9522	0.7628	0.7053	0.6948	0.6746	[[21, 0, 5, 5, 1, 0, 0, 1, 0], [0, 119, 0, 0, 0, 3, 0, 0, 0], [1, 0, 42, 0, 0, 0, 0, 4, 0], [5, 1, 0, 16, 1, 0, 0, 2, 0], [2, 0, 0, 0, 29, 4, 2, 0, 1], [5, 0, 0, 1, 5, 46, 0, 0, 0], [14, 2, 2, 2, 5, 3, 8, 7, 0], [0, 0, 6, 0, 2, 0, 0, 6, 0], [0, 0, 0, 0, 0, 1, 0, 0, 12]]	{'Placenta': {'precision': 0.4375, 'recall': 0.6363636363636364, 'f1-score': 0.5185185185185185, 'support': 33.0}, 'Fetal brain': {'precision': 0.9754098360655737, 'recall': 0.9754098360655737, 'f1-score': 0.9754098360655737, 'support': 122.0}, 'Fetal femur': {'precision': 0.7636363636363637, 'recall': 0.8936170212765957, 'f1-score': 0.8235294117647058, 'support': 47.0}, 'Maternal Cervix': {'precision': 0.6666666666666666, 'recall': 0.64, 'f1-score': 0.6530612244897959, 'support': 25.0}, 'Fetal thorax': {'precision': 0.6744186046511628, 'recall': 0.7631578947368421, 'f1-score': 0.7160493827160493, 'support': 38.0}, 'Fetal abdomen': {'precision': 0.8070175438596491, 'recall': 0.8070175438596491, 'f1-score': 0.8070175438596491, 'support': 57.0}, 'Other': {'precision': 0.8, 'recall': 0.18604651162790697, 'f1-score': 0.3018867924528302, 'support': 43.0}, 'Fetal spine': {'precision': 0.3, 'recall': 0.42857142857142855, 'f1-score': 0.35294117647058826, 'support': 14.0}, 'Fetal heart rate': {'precision': 0.9230769230769231, 'recall': 0.9230769230769231, 'f1-score': 0.9230769230769231, 'support': 13.0}, 'accuracy': 0.7627551020408163, 'macro avg': {'precision': 0.7053028819951488, 'recall': 0.694806755064284, 'f1-score': 0.6746100899349593, 'support': 392.0}, 'weighted avg': {'precision': 0.7862831192202039, 'recall': 0.7627551020408163, 'f1-score': 0.750703339708079, 'support': 392.0}}	{'Placenta': 0.6363636363636364, 'Fetal brain': 0.9754098360655737, 'Fetal femur': 0.8936170212765957, 'Maternal Cervix': 0.64, 'Fetal thorax': 0.7631578947368421, 'Fetal abdomen': 0.8070175438596491, 'Other': 0.18604651162790697, 'Fetal spine': 0.42857142857142855, 'Fetal heart rate': 0.9230769230769231}	{'Placenta': 0.924791086350975, 'Fetal brain': 0.9888888888888889, 'Fetal femur': 0.9623188405797102, 'Maternal Cervix': 0.9782016348773842, 'Fetal thorax': 0.96045197740113, 'Fetal abdomen': 0.9671641791044776, 'Other': 0.994269340974212, 'Fetal spine': 0.9629629629629629, 'Fetal heart rate': 0.9973614775725593}
2.7533	3.0	258	0.9407	0.8240	0.8275	0.7450	0.7172	[[29, 0, 0, 4, 0, 0, 0, 0, 0], [0, 118, 0, 0, 2, 2, 0, 0, 0], [0, 0, 45, 2, 0, 0, 0, 0, 0], [2, 0, 0, 22, 1, 0, 0, 0, 0], [3, 0, 0, 1, 30, 3, 0, 0, 1], [2, 0, 0, 1, 2, 52, 0, 0, 0], [12, 3, 2, 8, 2, 2, 14, 0, 0], [1, 0, 9, 2, 0, 0, 1, 1, 0], [0, 0, 0, 0, 1, 0, 0, 0, 12]]	{'Placenta': {'precision': 0.5918367346938775, 'recall': 0.8787878787878788, 'f1-score': 0.7073170731707317, 'support': 33.0}, 'Fetal brain': {'precision': 0.9752066115702479, 'recall': 0.9672131147540983, 'f1-score': 0.9711934156378601, 'support': 122.0}, 'Fetal femur': {'precision': 0.8035714285714286, 'recall': 0.9574468085106383, 'f1-score': 0.8737864077669902, 'support': 47.0}, 'Maternal Cervix': {'precision': 0.55, 'recall': 0.88, 'f1-score': 0.676923076923077, 'support': 25.0}, 'Fetal thorax': {'precision': 0.7894736842105263, 'recall': 0.7894736842105263, 'f1-score': 0.7894736842105263, 'support': 38.0}, 'Fetal abdomen': {'precision': 0.8813559322033898, 'recall': 0.9122807017543859, 'f1-score': 0.896551724137931, 'support': 57.0}, 'Other': {'precision': 0.9333333333333333, 'recall': 0.32558139534883723, 'f1-score': 0.4827586206896552, 'support': 43.0}, 'Fetal spine': {'precision': 1.0, 'recall': 0.07142857142857142, 'f1-score': 0.13333333333333333, 'support': 14.0}, 'Fetal heart rate': {'precision': 0.9230769230769231, 'recall': 0.9230769230769231, 'f1-score': 0.9230769230769231, 'support': 13.0}, 'accuracy': 0.8239795918367347, 'macro avg': {'precision': 0.8275394052955252, 'recall': 0.74503211976354, 'f1-score': 0.7171571398830031, 'support': 392.0}, 'weighted avg': {'precision': 0.8581487180312549, 'recall': 0.8239795918367347, 'f1-score': 0.8049664128641899, 'support': 392.0}}	{'Placenta': 0.8787878787878788, 'Fetal brain': 0.9672131147540983, 'Fetal femur': 0.9574468085106383, 'Maternal Cervix': 0.88, 'Fetal thorax': 0.7894736842105263, 'Fetal abdomen': 0.9122807017543859, 'Other': 0.32558139534883723, 'Fetal spine': 0.07142857142857142, 'Fetal heart rate': 0.9230769230769231}	{'Placenta': 0.9442896935933147, 'Fetal brain': 0.9888888888888889, 'Fetal femur': 0.9681159420289855, 'Maternal Cervix': 0.9509536784741145, 'Fetal thorax': 0.9774011299435028, 'Fetal abdomen': 0.9791044776119403, 'Other': 0.997134670487106, 'Fetal spine': 1.0, 'Fetal heart rate': 0.9973614775725593}
2.2343	4.0	344	0.7375	0.8316	0.8070	0.7892	0.7760	[[31, 0, 0, 0, 0, 0, 2, 0, 0], [0, 122, 0, 0, 0, 0, 0, 0, 0], [0, 0, 47, 0, 0, 0, 0, 0, 0], [2, 1, 1, 20, 0, 0, 1, 0, 0], [4, 1, 0, 0, 19, 10, 2, 1, 1], [5, 0, 1, 1, 0, 50, 0, 0, 0], [12, 2, 1, 3, 1, 4, 15, 5, 0], [0, 0, 4, 0, 0, 0, 0, 10, 0], [0, 0, 0, 0, 0, 1, 0, 0, 12]]	{'Placenta': {'precision': 0.5740740740740741, 'recall': 0.9393939393939394, 'f1-score': 0.7126436781609196, 'support': 33.0}, 'Fetal brain': {'precision': 0.9682539682539683, 'recall': 1.0, 'f1-score': 0.9838709677419355, 'support': 122.0}, 'Fetal femur': {'precision': 0.8703703703703703, 'recall': 1.0, 'f1-score': 0.9306930693069307, 'support': 47.0}, 'Maternal Cervix': {'precision': 0.8333333333333334, 'recall': 0.8, 'f1-score': 0.8163265306122449, 'support': 25.0}, 'Fetal thorax': {'precision': 0.95, 'recall': 0.5, 'f1-score': 0.6551724137931034, 'support': 38.0}, 'Fetal abdomen': {'precision': 0.7692307692307693, 'recall': 0.8771929824561403, 'f1-score': 0.819672131147541, 'support': 57.0}, 'Other': {'precision': 0.75, 'recall': 0.3488372093023256, 'f1-score': 0.47619047619047616, 'support': 43.0}, 'Fetal spine': {'precision': 0.625, 'recall': 0.7142857142857143, 'f1-score': 0.6666666666666666, 'support': 14.0}, 'Fetal heart rate': {'precision': 0.9230769230769231, 'recall': 0.9230769230769231, 'f1-score': 0.9230769230769231, 'support': 13.0}, 'accuracy': 0.8316326530612245, 'macro avg': {'precision': 0.8070377153710487, 'recall': 0.7891985298350047, 'f1-score': 0.7760347618551935, 'support': 392.0}, 'weighted avg': {'precision': 0.846322252954906, 'recall': 0.8316326530612245, 'f1-score': 0.819203122386811, 'support': 392.0}}	{'Placenta': 0.9393939393939394, 'Fetal brain': 1.0, 'Fetal femur': 1.0, 'Maternal Cervix': 0.8, 'Fetal thorax': 0.5, 'Fetal abdomen': 0.8771929824561403, 'Other': 0.3488372093023256, 'Fetal spine': 0.7142857142857143, 'Fetal heart rate': 0.9230769230769231}	{'Placenta': 0.935933147632312, 'Fetal brain': 0.9851851851851852, 'Fetal femur': 0.9797101449275363, 'Maternal Cervix': 0.989100817438692, 'Fetal thorax': 0.9971751412429378, 'Fetal abdomen': 0.9552238805970149, 'Other': 0.9856733524355301, 'Fetal spine': 0.9841269841269841, 'Fetal heart rate': 0.9973614775725593}
1.6122	5.0	430	0.8010	0.8495	0.8183	0.7915	0.7867	[[30, 0, 1, 0, 2, 0, 0, 0, 0], [0, 117, 0, 1, 4, 0, 0, 0, 0], [0, 0, 46, 0, 0, 1, 0, 0, 0], [3, 1, 0, 18, 0, 1, 2, 0, 0], [2, 0, 0, 0, 33, 2, 0, 0, 1], [0, 0, 0, 0, 1, 55, 1, 0, 0], [12, 2, 1, 2, 5, 3, 16, 2, 0], [1, 0, 4, 1, 1, 0, 1, 6, 0], [0, 0, 0, 0, 1, 0, 0, 0, 12]]	{'Placenta': {'precision': 0.625, 'recall': 0.9090909090909091, 'f1-score': 0.7407407407407407, 'support': 33.0}, 'Fetal brain': {'precision': 0.975, 'recall': 0.9590163934426229, 'f1-score': 0.9669421487603306, 'support': 122.0}, 'Fetal femur': {'precision': 0.8846153846153846, 'recall': 0.9787234042553191, 'f1-score': 0.9292929292929293, 'support': 47.0}, 'Maternal Cervix': {'precision': 0.8181818181818182, 'recall': 0.72, 'f1-score': 0.7659574468085106, 'support': 25.0}, 'Fetal thorax': {'precision': 0.7021276595744681, 'recall': 0.868421052631579, 'f1-score': 0.7764705882352941, 'support': 38.0}, 'Fetal abdomen': {'precision': 0.8870967741935484, 'recall': 0.9649122807017544, 'f1-score': 0.9243697478991597, 'support': 57.0}, 'Other': {'precision': 0.8, 'recall': 0.37209302325581395, 'f1-score': 0.5079365079365079, 'support': 43.0}, 'Fetal spine': {'precision': 0.75, 'recall': 0.42857142857142855, 'f1-score': 0.5454545454545454, 'support': 14.0}, 'Fetal heart rate': {'precision': 0.9230769230769231, 'recall': 0.9230769230769231, 'f1-score': 0.9230769230769231, 'support': 13.0}, 'accuracy': 0.8494897959183674, 'macro avg': {'precision': 0.8183442844046825, 'recall': 0.7915450461140389, 'f1-score': 0.786693508689438, 'support': 392.0}, 'weighted avg': {'precision': 0.8565097850110475, 'recall': 0.8494897959183674, 'f1-score': 0.8390553109719694, 'support': 392.0}}	{'Placenta': 0.9090909090909091, 'Fetal brain': 0.9590163934426229, 'Fetal femur': 0.9787234042553191, 'Maternal Cervix': 0.72, 'Fetal thorax': 0.868421052631579, 'Fetal abdomen': 0.9649122807017544, 'Other': 0.37209302325581395, 'Fetal spine': 0.42857142857142855, 'Fetal heart rate': 0.9230769230769231}	{'Placenta': 0.9498607242339833, 'Fetal brain': 0.9888888888888889, 'Fetal femur': 0.9826086956521739, 'Maternal Cervix': 0.989100817438692, 'Fetal thorax': 0.96045197740113, 'Fetal abdomen': 0.9791044776119403, 'Other': 0.9885386819484241, 'Fetal spine': 0.9947089947089947, 'Fetal heart rate': 0.9973614775725593}
2.8282	6.0	516	0.9050	0.8418	0.8153	0.7850	0.7923	[[22, 0, 1, 0, 1, 0, 9, 0, 0], [0, 119, 0, 1, 2, 0, 0, 0, 0], [0, 0, 47, 0, 0, 0, 0, 0, 0], [2, 0, 1, 19, 0, 0, 3, 0, 0], [2, 0, 0, 0, 33, 0, 2, 0, 1], [3, 0, 0, 0, 2, 49, 3, 0, 0], [5, 2, 2, 1, 7, 3, 22, 1, 0], [1, 0, 4, 1, 0, 0, 1, 7, 0], [0, 0, 0, 0, 1, 0, 0, 0, 12]]	{'Placenta': {'precision': 0.6285714285714286, 'recall': 0.6666666666666666, 'f1-score': 0.6470588235294118, 'support': 33.0}, 'Fetal brain': {'precision': 0.9834710743801653, 'recall': 0.9754098360655737, 'f1-score': 0.9794238683127572, 'support': 122.0}, 'Fetal femur': {'precision': 0.8545454545454545, 'recall': 1.0, 'f1-score': 0.9215686274509803, 'support': 47.0}, 'Maternal Cervix': {'precision': 0.8636363636363636, 'recall': 0.76, 'f1-score': 0.8085106382978723, 'support': 25.0}, 'Fetal thorax': {'precision': 0.717391304347826, 'recall': 0.868421052631579, 'f1-score': 0.7857142857142857, 'support': 38.0}, 'Fetal abdomen': {'precision': 0.9423076923076923, 'recall': 0.8596491228070176, 'f1-score': 0.8990825688073395, 'support': 57.0}, 'Other': {'precision': 0.55, 'recall': 0.5116279069767442, 'f1-score': 0.5301204819277109, 'support': 43.0}, 'Fetal spine': {'precision': 0.875, 'recall': 0.5, 'f1-score': 0.6363636363636364, 'support': 14.0}, 'Fetal heart rate': {'precision': 0.9230769230769231, 'recall': 0.9230769230769231, 'f1-score': 0.9230769230769231, 'support': 13.0}, 'accuracy': 0.8418367346938775, 'macro avg': {'precision': 0.815333360096206, 'recall': 0.784983500913834, 'f1-score': 0.7923244281645464, 'support': 392.0}, 'weighted avg': {'precision': 0.8452889839248434, 'recall': 0.8418367346938775, 'f1-score': 0.839740473136259, 'support': 392.0}}	{'Placenta': 0.6666666666666666, 'Fetal brain': 0.9754098360655737, 'Fetal femur': 1.0, 'Maternal Cervix': 0.76, 'Fetal thorax': 0.868421052631579, 'Fetal abdomen': 0.8596491228070176, 'Other': 0.5116279069767442, 'Fetal spine': 0.5, 'Fetal heart rate': 0.9230769230769231}	{'Placenta': 0.9637883008356546, 'Fetal brain': 0.9925925925925926, 'Fetal femur': 0.9768115942028985, 'Maternal Cervix': 0.9918256130790191, 'Fetal thorax': 0.963276836158192, 'Fetal abdomen': 0.991044776119403, 'Other': 0.9484240687679083, 'Fetal spine': 0.9973544973544973, 'Fetal heart rate': 0.9973614775725593}
0.7636	7.0	602	0.9024	0.8291	0.7720	0.7735	0.7665	[[18, 1, 5, 2, 0, 2, 4, 1, 0], [0, 122, 0, 0, 0, 0, 0, 0, 0], [0, 0, 46, 0, 0, 0, 0, 1, 0], [1, 1, 1, 21, 0, 0, 1, 0, 0], [2, 0, 1, 0, 30, 2, 1, 1, 1], [2, 0, 2, 0, 4, 47, 0, 2, 0], [5, 2, 1, 6, 3, 2, 21, 3, 0], [0, 0, 5, 0, 0, 0, 1, 8, 0], [0, 0, 1, 0, 0, 0, 0, 0, 12]]	{'Placenta': {'precision': 0.6428571428571429, 'recall': 0.5454545454545454, 'f1-score': 0.5901639344262295, 'support': 33.0}, 'Fetal brain': {'precision': 0.9682539682539683, 'recall': 1.0, 'f1-score': 0.9838709677419355, 'support': 122.0}, 'Fetal femur': {'precision': 0.7419354838709677, 'recall': 0.9787234042553191, 'f1-score': 0.8440366972477065, 'support': 47.0}, 'Maternal Cervix': {'precision': 0.7241379310344828, 'recall': 0.84, 'f1-score': 0.7777777777777778, 'support': 25.0}, 'Fetal thorax': {'precision': 0.8108108108108109, 'recall': 0.7894736842105263, 'f1-score': 0.8, 'support': 38.0}, 'Fetal abdomen': {'precision': 0.8867924528301887, 'recall': 0.8245614035087719, 'f1-score': 0.8545454545454545, 'support': 57.0}, 'Other': {'precision': 0.75, 'recall': 0.4883720930232558, 'f1-score': 0.5915492957746479, 'support': 43.0}, 'Fetal spine': {'precision': 0.5, 'recall': 0.5714285714285714, 'f1-score': 0.5333333333333333, 'support': 14.0}, 'Fetal heart rate': {'precision': 0.9230769230769231, 'recall': 0.9230769230769231, 'f1-score': 0.9230769230769231, 'support': 13.0}, 'accuracy': 0.8290816326530612, 'macro avg': {'precision': 0.7719849680816094, 'recall': 0.7734545138842126, 'f1-score': 0.7664838204360009, 'support': 392.0}, 'weighted avg': {'precision': 0.828886904288773, 'recall': 0.8290816326530612, 'f1-score': 0.8230464653309587, 'support': 392.0}}	{'Placenta': 0.5454545454545454, 'Fetal brain': 1.0, 'Fetal femur': 0.9787234042553191, 'Maternal Cervix': 0.84, 'Fetal thorax': 0.7894736842105263, 'Fetal abdomen': 0.8245614035087719, 'Other': 0.4883720930232558, 'Fetal spine': 0.5714285714285714, 'Fetal heart rate': 0.9230769230769231}	{'Placenta': 0.9721448467966574, 'Fetal brain': 0.9851851851851852, 'Fetal femur': 0.9536231884057971, 'Maternal Cervix': 0.9782016348773842, 'Fetal thorax': 0.980225988700565, 'Fetal abdomen': 0.982089552238806, 'Other': 0.9799426934097422, 'Fetal spine': 0.9788359788359788, 'Fetal heart rate': 0.9973614775725593}
0.9079	8.0	688	1.0820	0.8444	0.7954	0.8030	0.7971	[[20, 0, 1, 0, 0, 1, 11, 0, 0], [0, 120, 0, 1, 0, 0, 1, 0, 0], [0, 0, 46, 1, 0, 0, 0, 0, 0], [3, 1, 0, 20, 0, 1, 0, 0, 0], [0, 1, 0, 0, 30, 3, 2, 1, 1], [1, 0, 0, 0, 1, 55, 0, 0, 0], [6, 4, 1, 4, 4, 3, 17, 4, 0], [0, 0, 2, 0, 0, 0, 1, 11, 0], [1, 0, 0, 0, 0, 0, 0, 0, 12]]	{'Placenta': {'precision': 0.6451612903225806, 'recall': 0.6060606060606061, 'f1-score': 0.625, 'support': 33.0}, 'Fetal brain': {'precision': 0.9523809523809523, 'recall': 0.9836065573770492, 'f1-score': 0.967741935483871, 'support': 122.0}, 'Fetal femur': {'precision': 0.92, 'recall': 0.9787234042553191, 'f1-score': 0.9484536082474226, 'support': 47.0}, 'Maternal Cervix': {'precision': 0.7692307692307693, 'recall': 0.8, 'f1-score': 0.7843137254901961, 'support': 25.0}, 'Fetal thorax': {'precision': 0.8571428571428571, 'recall': 0.7894736842105263, 'f1-score': 0.821917808219178, 'support': 38.0}, 'Fetal abdomen': {'precision': 0.873015873015873, 'recall': 0.9649122807017544, 'f1-score': 0.9166666666666666, 'support': 57.0}, 'Other': {'precision': 0.53125, 'recall': 0.3953488372093023, 'f1-score': 0.4533333333333333, 'support': 43.0}, 'Fetal spine': {'precision': 0.6875, 'recall': 0.7857142857142857, 'f1-score': 0.7333333333333333, 'support': 14.0}, 'Fetal heart rate': {'precision': 0.9230769230769231, 'recall': 0.9230769230769231, 'f1-score': 0.9230769230769231, 'support': 13.0}, 'accuracy': 0.8443877551020408, 'macro avg': {'precision': 0.7954176294633285, 'recall': 0.8029907309561963, 'f1-score': 0.7970930370945472, 'support': 392.0}, 'weighted avg': {'precision': 0.8335552329980203, 'recall': 0.8443877551020408, 'f1-score': 0.8370345805261346, 'support': 392.0}}	{'Placenta': 0.6060606060606061, 'Fetal brain': 0.9836065573770492, 'Fetal femur': 0.9787234042553191, 'Maternal Cervix': 0.8, 'Fetal thorax': 0.7894736842105263, 'Fetal abdomen': 0.9649122807017544, 'Other': 0.3953488372093023, 'Fetal spine': 0.7857142857142857, 'Fetal heart rate': 0.9230769230769231}	{'Placenta': 0.9693593314763231, 'Fetal brain': 0.9777777777777777, 'Fetal femur': 0.9884057971014493, 'Maternal Cervix': 0.9836512261580381, 'Fetal thorax': 0.9858757062146892, 'Fetal abdomen': 0.9761194029850746, 'Other': 0.9570200573065902, 'Fetal spine': 0.9867724867724867, 'Fetal heart rate': 0.9973614775725593}
0.6064	9.0	774	1.0752	0.8316	0.7969	0.7907	0.7924	[[19, 0, 0, 0, 1, 0, 13, 0, 0], [0, 118, 0, 1, 1, 1, 1, 0, 0], [0, 0, 45, 0, 0, 0, 2, 0, 0], [2, 1, 0, 20, 0, 0, 2, 0, 0], [0, 0, 0, 0, 30, 2, 5, 0, 1], [0, 0, 1, 0, 3, 50, 3, 0, 0], [4, 2, 1, 5, 2, 3, 22, 4, 0], [1, 0, 1, 0, 0, 0, 2, 10, 0], [0, 0, 0, 0, 1, 0, 0, 0, 12]]	{'Placenta': {'precision': 0.7307692307692307, 'recall': 0.5757575757575758, 'f1-score': 0.6440677966101694, 'support': 33.0}, 'Fetal brain': {'precision': 0.9752066115702479, 'recall': 0.9672131147540983, 'f1-score': 0.9711934156378601, 'support': 122.0}, 'Fetal femur': {'precision': 0.9375, 'recall': 0.9574468085106383, 'f1-score': 0.9473684210526315, 'support': 47.0}, 'Maternal Cervix': {'precision': 0.7692307692307693, 'recall': 0.8, 'f1-score': 0.7843137254901961, 'support': 25.0}, 'Fetal thorax': {'precision': 0.7894736842105263, 'recall': 0.7894736842105263, 'f1-score': 0.7894736842105263, 'support': 38.0}, 'Fetal abdomen': {'precision': 0.8928571428571429, 'recall': 0.8771929824561403, 'f1-score': 0.8849557522123894, 'support': 57.0}, 'Other': {'precision': 0.44, 'recall': 0.5116279069767442, 'f1-score': 0.4731182795698925, 'support': 43.0}, 'Fetal spine': {'precision': 0.7142857142857143, 'recall': 0.7142857142857143, 'f1-score': 0.7142857142857143, 'support': 14.0}, 'Fetal heart rate': {'precision': 0.9230769230769231, 'recall': 0.9230769230769231, 'f1-score': 0.9230769230769231, 'support': 13.0}, 'accuracy': 0.8316326530612245, 'macro avg': {'precision': 0.7969333417778395, 'recall': 0.7906749677809289, 'f1-score': 0.7924281902384781, 'support': 392.0}, 'weighted avg': {'precision': 0.8372365244912786, 'recall': 0.8316326530612245, 'f1-score': 0.8333177469905477, 'support': 392.0}}	{'Placenta': 0.5757575757575758, 'Fetal brain': 0.9672131147540983, 'Fetal femur': 0.9574468085106383, 'Maternal Cervix': 0.8, 'Fetal thorax': 0.7894736842105263, 'Fetal abdomen': 0.8771929824561403, 'Other': 0.5116279069767442, 'Fetal spine': 0.7142857142857143, 'Fetal heart rate': 0.9230769230769231}	{'Placenta': 0.9805013927576601, 'Fetal brain': 0.9888888888888889, 'Fetal femur': 0.991304347826087, 'Maternal Cervix': 0.9836512261580381, 'Fetal thorax': 0.9774011299435028, 'Fetal abdomen': 0.982089552238806, 'Other': 0.9197707736389685, 'Fetal spine': 0.9894179894179894, 'Fetal heart rate': 0.9973614775725593}
0.4423	10.0	860	1.2178	0.8546	0.8380	0.8098	0.8137	[[15, 1, 1, 0, 1, 2, 13, 0, 0], [0, 121, 0, 1, 0, 0, 0, 0, 0], [0, 0, 44, 0, 0, 1, 0, 2, 0], [0, 1, 0, 20, 0, 1, 3, 0, 0], [0, 0, 0, 0, 31, 2, 3, 1, 1], [0, 0, 0, 0, 2, 53, 1, 1, 0], [1, 3, 1, 2, 5, 3, 28, 0, 0], [0, 0, 2, 0, 0, 0, 1, 11, 0], [0, 0, 0, 0, 1, 0, 0, 0, 12]]	{'Placenta': {'precision': 0.9375, 'recall': 0.45454545454545453, 'f1-score': 0.6122448979591837, 'support': 33.0}, 'Fetal brain': {'precision': 0.9603174603174603, 'recall': 0.9918032786885246, 'f1-score': 0.9758064516129032, 'support': 122.0}, 'Fetal femur': {'precision': 0.9166666666666666, 'recall': 0.9361702127659575, 'f1-score': 0.9263157894736842, 'support': 47.0}, 'Maternal Cervix': {'precision': 0.8695652173913043, 'recall': 0.8, 'f1-score': 0.8333333333333334, 'support': 25.0}, 'Fetal thorax': {'precision': 0.775, 'recall': 0.8157894736842105, 'f1-score': 0.7948717948717948, 'support': 38.0}, 'Fetal abdomen': {'precision': 0.8548387096774194, 'recall': 0.9298245614035088, 'f1-score': 0.8907563025210085, 'support': 57.0}, 'Other': {'precision': 0.5714285714285714, 'recall': 0.6511627906976745, 'f1-score': 0.6086956521739131, 'support': 43.0}, 'Fetal spine': {'precision': 0.7333333333333333, 'recall': 0.7857142857142857, 'f1-score': 0.7586206896551724, 'support': 14.0}, 'Fetal heart rate': {'precision': 0.9230769230769231, 'recall': 0.9230769230769231, 'f1-score': 0.9230769230769231, 'support': 13.0}, 'accuracy': 0.8545918367346939, 'macro avg': {'precision': 0.8379696535435198, 'recall': 0.8097874422862821, 'f1-score': 0.8137468705197686, 'support': 392.0}, 'weighted avg': {'precision': 0.8620729480014139, 'recall': 0.8545918367346939, 'f1-score': 0.8504986844783166, 'support': 392.0}}	{'Placenta': 0.45454545454545453, 'Fetal brain': 0.9918032786885246, 'Fetal femur': 0.9361702127659575, 'Maternal Cervix': 0.8, 'Fetal thorax': 0.8157894736842105, 'Fetal abdomen': 0.9298245614035088, 'Other': 0.6511627906976745, 'Fetal spine': 0.7857142857142857, 'Fetal heart rate': 0.9230769230769231}	{'Placenta': 0.9972144846796658, 'Fetal brain': 0.9814814814814815, 'Fetal femur': 0.9884057971014493, 'Maternal Cervix': 0.9918256130790191, 'Fetal thorax': 0.9745762711864406, 'Fetal abdomen': 0.9731343283582089, 'Other': 0.9398280802292264, 'Fetal spine': 0.9894179894179894, 'Fetal heart rate': 0.9973614775725593}
0.6316	11.0	946	1.5772	0.8495	0.8387	0.7961	0.7982	[[29, 0, 1, 1, 0, 0, 2, 0, 0], [0, 122, 0, 0, 0, 0, 0, 0, 0], [1, 0, 45, 1, 0, 0, 0, 0, 0], [4, 1, 0, 19, 0, 1, 0, 0, 0], [4, 0, 0, 0, 30, 3, 0, 0, 1], [5, 0, 0, 0, 0, 52, 0, 0, 0], [13, 3, 1, 4, 2, 3, 16, 1, 0], [1, 0, 2, 1, 0, 0, 2, 8, 0], [1, 0, 0, 0, 0, 0, 0, 0, 12]]	{'Placenta': {'precision': 0.5, 'recall': 0.8787878787878788, 'f1-score': 0.6373626373626373, 'support': 33.0}, 'Fetal brain': {'precision': 0.9682539682539683, 'recall': 1.0, 'f1-score': 0.9838709677419355, 'support': 122.0}, 'Fetal femur': {'precision': 0.9183673469387755, 'recall': 0.9574468085106383, 'f1-score': 0.9375, 'support': 47.0}, 'Maternal Cervix': {'precision': 0.7307692307692307, 'recall': 0.76, 'f1-score': 0.7450980392156863, 'support': 25.0}, 'Fetal thorax': {'precision': 0.9375, 'recall': 0.7894736842105263, 'f1-score': 0.8571428571428571, 'support': 38.0}, 'Fetal abdomen': {'precision': 0.8813559322033898, 'recall': 0.9122807017543859, 'f1-score': 0.896551724137931, 'support': 57.0}, 'Other': {'precision': 0.8, 'recall': 0.37209302325581395, 'f1-score': 0.5079365079365079, 'support': 43.0}, 'Fetal spine': {'precision': 0.8888888888888888, 'recall': 0.5714285714285714, 'f1-score': 0.6956521739130435, 'support': 14.0}, 'Fetal heart rate': {'precision': 0.9230769230769231, 'recall': 0.9230769230769231, 'f1-score': 0.9230769230769231, 'support': 13.0}, 'accuracy': 0.8494897959183674, 'macro avg': {'precision': 0.8386902544590196, 'recall': 0.7960652878916376, 'f1-score': 0.7982435367252803, 'support': 392.0}, 'weighted avg': {'precision': 0.8693015632203442, 'recall': 0.8494897959183674, 'f1-score': 0.8444144214316797, 'support': 392.0}}	{'Placenta': 0.8787878787878788, 'Fetal brain': 1.0, 'Fetal femur': 0.9574468085106383, 'Maternal Cervix': 0.76, 'Fetal thorax': 0.7894736842105263, 'Fetal abdomen': 0.9122807017543859, 'Other': 0.37209302325581395, 'Fetal spine': 0.5714285714285714, 'Fetal heart rate': 0.9230769230769231}	{'Placenta': 0.9192200557103064, 'Fetal brain': 0.9851851851851852, 'Fetal femur': 0.9884057971014493, 'Maternal Cervix': 0.9809264305177112, 'Fetal thorax': 0.9943502824858758, 'Fetal abdomen': 0.9791044776119403, 'Other': 0.9885386819484241, 'Fetal spine': 0.9973544973544973, 'Fetal heart rate': 0.9973614775725593}
0.3935	12.0	1032	1.8277	0.8597	0.8307	0.8017	0.8052	[[30, 0, 1, 0, 0, 0, 2, 0, 0], [0, 122, 0, 0, 0, 0, 0, 0, 0], [0, 0, 47, 0, 0, 0, 0, 0, 0], [4, 1, 1, 17, 0, 1, 1, 0, 0], [2, 0, 0, 0, 28, 4, 1, 2, 1], [2, 0, 1, 0, 1, 53, 0, 0, 0], [11, 2, 1, 2, 3, 3, 20, 1, 0], [1, 0, 3, 0, 0, 0, 2, 8, 0], [0, 0, 0, 0, 0, 0, 1, 0, 12]]	{'Placenta': {'precision': 0.6, 'recall': 0.9090909090909091, 'f1-score': 0.7228915662650602, 'support': 33.0}, 'Fetal brain': {'precision': 0.976, 'recall': 1.0, 'f1-score': 0.9878542510121457, 'support': 122.0}, 'Fetal femur': {'precision': 0.8703703703703703, 'recall': 1.0, 'f1-score': 0.9306930693069307, 'support': 47.0}, 'Maternal Cervix': {'precision': 0.8947368421052632, 'recall': 0.68, 'f1-score': 0.7727272727272727, 'support': 25.0}, 'Fetal thorax': {'precision': 0.875, 'recall': 0.7368421052631579, 'f1-score': 0.8, 'support': 38.0}, 'Fetal abdomen': {'precision': 0.8688524590163934, 'recall': 0.9298245614035088, 'f1-score': 0.8983050847457628, 'support': 57.0}, 'Other': {'precision': 0.7407407407407407, 'recall': 0.46511627906976744, 'f1-score': 0.5714285714285714, 'support': 43.0}, 'Fetal spine': {'precision': 0.7272727272727273, 'recall': 0.5714285714285714, 'f1-score': 0.64, 'support': 14.0}, 'Fetal heart rate': {'precision': 0.9230769230769231, 'recall': 0.9230769230769231, 'f1-score': 0.9230769230769231, 'support': 13.0}, 'accuracy': 0.8596938775510204, 'macro avg': {'precision': 0.8306722291758243, 'recall': 0.8017088165925377, 'f1-score': 0.8052196376180741, 'support': 392.0}, 'weighted avg': {'precision': 0.8646838996368456, 'recall': 0.8596938775510204, 'f1-score': 0.8534928948667688, 'support': 392.0}}	{'Placenta': 0.9090909090909091, 'Fetal brain': 1.0, 'Fetal femur': 1.0, 'Maternal Cervix': 0.68, 'Fetal thorax': 0.7368421052631579, 'Fetal abdomen': 0.9298245614035088, 'Other': 0.46511627906976744, 'Fetal spine': 0.5714285714285714, 'Fetal heart rate': 0.9230769230769231}	{'Placenta': 0.9442896935933147, 'Fetal brain': 0.9888888888888889, 'Fetal femur': 0.9797101449275363, 'Maternal Cervix': 0.9945504087193461, 'Fetal thorax': 0.9887005649717514, 'Fetal abdomen': 0.9761194029850746, 'Other': 0.9799426934097422, 'Fetal spine': 0.9920634920634921, 'Fetal heart rate': 0.9973614775725593}
0.2714	13.0	1118	1.3866	0.8724	0.8209	0.8239	0.8219	[[23, 0, 2, 1, 0, 0, 6, 1, 0], [0, 121, 0, 1, 0, 0, 0, 0, 0], [0, 0, 45, 0, 0, 0, 0, 2, 0], [2, 0, 0, 20, 0, 1, 2, 0, 0], [1, 0, 0, 0, 33, 0, 2, 1, 1], [1, 0, 0, 0, 2, 53, 1, 0, 0], [5, 1, 1, 5, 1, 3, 26, 1, 0], [0, 0, 3, 0, 0, 0, 2, 9, 0], [0, 0, 0, 0, 1, 0, 0, 0, 12]]	{'Placenta': {'precision': 0.71875, 'recall': 0.696969696969697, 'f1-score': 0.7076923076923077, 'support': 33.0}, 'Fetal brain': {'precision': 0.9918032786885246, 'recall': 0.9918032786885246, 'f1-score': 0.9918032786885246, 'support': 122.0}, 'Fetal femur': {'precision': 0.8823529411764706, 'recall': 0.9574468085106383, 'f1-score': 0.9183673469387755, 'support': 47.0}, 'Maternal Cervix': {'precision': 0.7407407407407407, 'recall': 0.8, 'f1-score': 0.7692307692307693, 'support': 25.0}, 'Fetal thorax': {'precision': 0.8918918918918919, 'recall': 0.868421052631579, 'f1-score': 0.88, 'support': 38.0}, 'Fetal abdomen': {'precision': 0.9298245614035088, 'recall': 0.9298245614035088, 'f1-score': 0.9298245614035088, 'support': 57.0}, 'Other': {'precision': 0.6666666666666666, 'recall': 0.6046511627906976, 'f1-score': 0.6341463414634146, 'support': 43.0}, 'Fetal spine': {'precision': 0.6428571428571429, 'recall': 0.6428571428571429, 'f1-score': 0.6428571428571429, 'support': 14.0}, 'Fetal heart rate': {'precision': 0.9230769230769231, 'recall': 0.9230769230769231, 'f1-score': 0.9230769230769231, 'support': 13.0}, 'accuracy': 0.8724489795918368, 'macro avg': {'precision': 0.8208849051668744, 'recall': 0.8238945141031901, 'f1-score': 0.821888741261263, 'support': 392.0}, 'weighted avg': {'precision': 0.8705775900825795, 'recall': 0.8724489795918368, 'f1-score': 0.8710616667695527, 'support': 392.0}}	{'Placenta': 0.696969696969697, 'Fetal brain': 0.9918032786885246, 'Fetal femur': 0.9574468085106383, 'Maternal Cervix': 0.8, 'Fetal thorax': 0.868421052631579, 'Fetal abdomen': 0.9298245614035088, 'Other': 0.6046511627906976, 'Fetal spine': 0.6428571428571429, 'Fetal heart rate': 0.9230769230769231}	{'Placenta': 0.9749303621169917, 'Fetal brain': 0.9962962962962963, 'Fetal femur': 0.9826086956521739, 'Maternal Cervix': 0.9809264305177112, 'Fetal thorax': 0.9887005649717514, 'Fetal abdomen': 0.9880597014925373, 'Other': 0.9627507163323782, 'Fetal spine': 0.9867724867724867, 'Fetal heart rate': 0.9973614775725593}
0.7425	14.0	1204	1.7454	0.8622	0.8240	0.8069	0.8127	[[20, 0, 1, 0, 1, 1, 10, 0, 0], [0, 121, 0, 1, 0, 0, 0, 0, 0], [0, 0, 45, 0, 0, 1, 1, 0, 0], [0, 0, 0, 20, 0, 1, 3, 1, 0], [0, 0, 0, 0, 36, 0, 1, 0, 1], [0, 0, 1, 0, 2, 53, 1, 0, 0], [5, 3, 1, 3, 1, 5, 23, 2, 0], [1, 0, 4, 0, 0, 0, 1, 8, 0], [0, 0, 0, 0, 1, 0, 0, 0, 12]]	{'Placenta': {'precision': 0.7692307692307693, 'recall': 0.6060606060606061, 'f1-score': 0.6779661016949152, 'support': 33.0}, 'Fetal brain': {'precision': 0.9758064516129032, 'recall': 0.9918032786885246, 'f1-score': 0.983739837398374, 'support': 122.0}, 'Fetal femur': {'precision': 0.8653846153846154, 'recall': 0.9574468085106383, 'f1-score': 0.9090909090909091, 'support': 47.0}, 'Maternal Cervix': {'precision': 0.8333333333333334, 'recall': 0.8, 'f1-score': 0.8163265306122449, 'support': 25.0}, 'Fetal thorax': {'precision': 0.8780487804878049, 'recall': 0.9473684210526315, 'f1-score': 0.9113924050632911, 'support': 38.0}, 'Fetal abdomen': {'precision': 0.8688524590163934, 'recall': 0.9298245614035088, 'f1-score': 0.8983050847457628, 'support': 57.0}, 'Other': {'precision': 0.575, 'recall': 0.5348837209302325, 'f1-score': 0.5542168674698795, 'support': 43.0}, 'Fetal spine': {'precision': 0.7272727272727273, 'recall': 0.5714285714285714, 'f1-score': 0.64, 'support': 14.0}, 'Fetal heart rate': {'precision': 0.9230769230769231, 'recall': 0.9230769230769231, 'f1-score': 0.9230769230769231, 'support': 13.0}, 'accuracy': 0.8622448979591837, 'macro avg': {'precision': 0.8240006732683857, 'recall': 0.8068769879057374, 'f1-score': 0.8126794065724778, 'support': 392.0}, 'weighted avg': {'precision': 0.8564711090359414, 'recall': 0.8622448979591837, 'f1-score': 0.8575311327429362, 'support': 392.0}}	{'Placenta': 0.6060606060606061, 'Fetal brain': 0.9918032786885246, 'Fetal femur': 0.9574468085106383, 'Maternal Cervix': 0.8, 'Fetal thorax': 0.9473684210526315, 'Fetal abdomen': 0.9298245614035088, 'Other': 0.5348837209302325, 'Fetal spine': 0.5714285714285714, 'Fetal heart rate': 0.9230769230769231}	{'Placenta': 0.9832869080779945, 'Fetal brain': 0.9888888888888889, 'Fetal femur': 0.9797101449275363, 'Maternal Cervix': 0.989100817438692, 'Fetal thorax': 0.9858757062146892, 'Fetal abdomen': 0.9761194029850746, 'Other': 0.9512893982808023, 'Fetal spine': 0.9920634920634921, 'Fetal heart rate': 0.9973614775725593}
0.3036	15.0	1290	1.9019	0.8495	0.8328	0.7865	0.8008	[[17, 2, 2, 2, 0, 0, 10, 0, 0], [0, 122, 0, 0, 0, 0, 0, 0, 0], [0, 0, 47, 0, 0, 0, 0, 0, 0], [0, 0, 0, 22, 0, 0, 3, 0, 0], [1, 0, 0, 0, 32, 0, 4, 0, 1], [0, 0, 0, 0, 2, 52, 3, 0, 0], [6, 4, 2, 4, 3, 2, 22, 0, 0], [1, 0, 1, 1, 0, 0, 3, 8, 0], [0, 0, 0, 0, 1, 0, 1, 0, 11]]	{'Placenta': {'precision': 0.68, 'recall': 0.5151515151515151, 'f1-score': 0.5862068965517241, 'support': 33.0}, 'Fetal brain': {'precision': 0.953125, 'recall': 1.0, 'f1-score': 0.976, 'support': 122.0}, 'Fetal femur': {'precision': 0.9038461538461539, 'recall': 1.0, 'f1-score': 0.9494949494949495, 'support': 47.0}, 'Maternal Cervix': {'precision': 0.7586206896551724, 'recall': 0.88, 'f1-score': 0.8148148148148148, 'support': 25.0}, 'Fetal thorax': {'precision': 0.8421052631578947, 'recall': 0.8421052631578947, 'f1-score': 0.8421052631578947, 'support': 38.0}, 'Fetal abdomen': {'precision': 0.9629629629629629, 'recall': 0.9122807017543859, 'f1-score': 0.9369369369369369, 'support': 57.0}, 'Other': {'precision': 0.4782608695652174, 'recall': 0.5116279069767442, 'f1-score': 0.4943820224719101, 'support': 43.0}, 'Fetal spine': {'precision': 1.0, 'recall': 0.5714285714285714, 'f1-score': 0.7272727272727273, 'support': 14.0}, 'Fetal heart rate': {'precision': 0.9166666666666666, 'recall': 0.8461538461538461, 'f1-score': 0.88, 'support': 13.0}, 'accuracy': 0.8494897959183674, 'macro avg': {'precision': 0.8328430673171188, 'recall': 0.7865275338469953, 'f1-score': 0.8008015123001063, 'support': 392.0}, 'weighted avg': {'precision': 0.8508630342321644, 'recall': 0.8494897959183674, 'f1-score': 0.8461712018784582, 'support': 392.0}}	{'Placenta': 0.5151515151515151, 'Fetal brain': 1.0, 'Fetal femur': 1.0, 'Maternal Cervix': 0.88, 'Fetal thorax': 0.8421052631578947, 'Fetal abdomen': 0.9122807017543859, 'Other': 0.5116279069767442, 'Fetal spine': 0.5714285714285714, 'Fetal heart rate': 0.8461538461538461}	{'Placenta': 0.9777158774373259, 'Fetal brain': 0.9777777777777777, 'Fetal femur': 0.9855072463768116, 'Maternal Cervix': 0.9809264305177112, 'Fetal thorax': 0.9830508474576272, 'Fetal abdomen': 0.9940298507462687, 'Other': 0.9312320916905444, 'Fetal spine': 1.0, 'Fetal heart rate': 0.9973614775725593}
0.0002	16.0	1376	1.9671	0.8776	0.8650	0.8062	0.8184	[[24, 0, 0, 1, 0, 2, 6, 0, 0], [0, 122, 0, 0, 0, 0, 0, 0, 0], [0, 0, 46, 0, 0, 0, 1, 0, 0], [1, 1, 1, 20, 0, 0, 2, 0, 0], [2, 0, 0, 0, 34, 0, 1, 0, 1], [1, 0, 0, 0, 1, 54, 1, 0, 0], [4, 2, 1, 3, 3, 3, 27, 0, 0], [0, 0, 3, 0, 0, 0, 6, 5, 0], [0, 0, 0, 0, 1, 0, 0, 0, 12]]	{'Placenta': {'precision': 0.75, 'recall': 0.7272727272727273, 'f1-score': 0.7384615384615385, 'support': 33.0}, 'Fetal brain': {'precision': 0.976, 'recall': 1.0, 'f1-score': 0.9878542510121457, 'support': 122.0}, 'Fetal femur': {'precision': 0.9019607843137255, 'recall': 0.9787234042553191, 'f1-score': 0.9387755102040817, 'support': 47.0}, 'Maternal Cervix': {'precision': 0.8333333333333334, 'recall': 0.8, 'f1-score': 0.8163265306122449, 'support': 25.0}, 'Fetal thorax': {'precision': 0.8717948717948718, 'recall': 0.8947368421052632, 'f1-score': 0.8831168831168831, 'support': 38.0}, 'Fetal abdomen': {'precision': 0.9152542372881356, 'recall': 0.9473684210526315, 'f1-score': 0.9310344827586207, 'support': 57.0}, 'Other': {'precision': 0.6136363636363636, 'recall': 0.627906976744186, 'f1-score': 0.6206896551724138, 'support': 43.0}, 'Fetal spine': {'precision': 1.0, 'recall': 0.35714285714285715, 'f1-score': 0.5263157894736842, 'support': 14.0}, 'Fetal heart rate': {'precision': 0.9230769230769231, 'recall': 0.9230769230769231, 'f1-score': 0.9230769230769231, 'support': 13.0}, 'accuracy': 0.8775510204081632, 'macro avg': {'precision': 0.8650062792714838, 'recall': 0.8062475724055453, 'f1-score': 0.8184057293209483, 'support': 392.0}, 'weighted avg': {'precision': 0.879417220627732, 'recall': 0.8775510204081632, 'f1-score': 0.872713124842701, 'support': 392.0}}	{'Placenta': 0.7272727272727273, 'Fetal brain': 1.0, 'Fetal femur': 0.9787234042553191, 'Maternal Cervix': 0.8, 'Fetal thorax': 0.8947368421052632, 'Fetal abdomen': 0.9473684210526315, 'Other': 0.627906976744186, 'Fetal spine': 0.35714285714285715, 'Fetal heart rate': 0.9230769230769231}	{'Placenta': 0.9777158774373259, 'Fetal brain': 0.9888888888888889, 'Fetal femur': 0.9855072463768116, 'Maternal Cervix': 0.989100817438692, 'Fetal thorax': 0.9858757062146892, 'Fetal abdomen': 0.9850746268656716, 'Other': 0.9512893982808023, 'Fetal spine': 1.0, 'Fetal heart rate': 0.9973614775725593}
0.0004	17.0	1462	2.2505	0.875	0.8360	0.8222	0.8263	[[26, 2, 0, 0, 0, 0, 5, 0, 0], [0, 120, 0, 1, 0, 0, 0, 1, 0], [0, 0, 47, 0, 0, 0, 0, 0, 0], [1, 1, 1, 21, 0, 0, 1, 0, 0], [1, 0, 0, 0, 34, 0, 1, 1, 1], [0, 0, 1, 0, 2, 52, 1, 1, 0], [7, 3, 1, 3, 3, 2, 24, 0, 0], [0, 0, 2, 0, 0, 0, 5, 7, 0], [0, 0, 0, 0, 1, 0, 0, 0, 12]]	{'Placenta': {'precision': 0.7428571428571429, 'recall': 0.7878787878787878, 'f1-score': 0.7647058823529411, 'support': 33.0}, 'Fetal brain': {'precision': 0.9523809523809523, 'recall': 0.9836065573770492, 'f1-score': 0.967741935483871, 'support': 122.0}, 'Fetal femur': {'precision': 0.9038461538461539, 'recall': 1.0, 'f1-score': 0.9494949494949495, 'support': 47.0}, 'Maternal Cervix': {'precision': 0.84, 'recall': 0.84, 'f1-score': 0.84, 'support': 25.0}, 'Fetal thorax': {'precision': 0.85, 'recall': 0.8947368421052632, 'f1-score': 0.8717948717948718, 'support': 38.0}, 'Fetal abdomen': {'precision': 0.9629629629629629, 'recall': 0.9122807017543859, 'f1-score': 0.9369369369369369, 'support': 57.0}, 'Other': {'precision': 0.6486486486486487, 'recall': 0.5581395348837209, 'f1-score': 0.6, 'support': 43.0}, 'Fetal spine': {'precision': 0.7, 'recall': 0.5, 'f1-score': 0.5833333333333334, 'support': 14.0}, 'Fetal heart rate': {'precision': 0.9230769230769231, 'recall': 0.9230769230769231, 'f1-score': 0.9230769230769231, 'support': 13.0}, 'accuracy': 0.875, 'macro avg': {'precision': 0.8359747537525316, 'recall': 0.8221910385640145, 'f1-score': 0.8263427591637585, 'support': 392.0}, 'weighted avg': {'precision': 0.8700671222354895, 'recall': 0.875, 'f1-score': 0.8709855869214774, 'support': 392.0}}	{'Placenta': 0.7878787878787878, 'Fetal brain': 0.9836065573770492, 'Fetal femur': 1.0, 'Maternal Cervix': 0.84, 'Fetal thorax': 0.8947368421052632, 'Fetal abdomen': 0.9122807017543859, 'Other': 0.5581395348837209, 'Fetal spine': 0.5, 'Fetal heart rate': 0.9230769230769231}	{'Placenta': 0.9749303621169917, 'Fetal brain': 0.9777777777777777, 'Fetal femur': 0.9855072463768116, 'Maternal Cervix': 0.989100817438692, 'Fetal thorax': 0.9830508474576272, 'Fetal abdomen': 0.9940298507462687, 'Other': 0.9627507163323782, 'Fetal spine': 0.9920634920634921, 'Fetal heart rate': 0.9973614775725593}
0.0005	18.0	1548	2.1884	0.8673	0.8317	0.8135	0.8206	[[24, 1, 1, 0, 0, 0, 6, 1, 0], [0, 122, 0, 0, 0, 0, 0, 0, 0], [0, 0, 45, 0, 0, 1, 0, 1, 0], [2, 1, 0, 20, 0, 1, 1, 0, 0], [1, 0, 0, 0, 34, 0, 2, 0, 1], [3, 0, 0, 0, 1, 52, 1, 0, 0], [5, 4, 2, 3, 2, 3, 23, 1, 0], [1, 0, 2, 0, 0, 0, 3, 8, 0], [0, 0, 0, 0, 1, 0, 0, 0, 12]]	{'Placenta': {'precision': 0.6666666666666666, 'recall': 0.7272727272727273, 'f1-score': 0.6956521739130435, 'support': 33.0}, 'Fetal brain': {'precision': 0.953125, 'recall': 1.0, 'f1-score': 0.976, 'support': 122.0}, 'Fetal femur': {'precision': 0.9, 'recall': 0.9574468085106383, 'f1-score': 0.9278350515463918, 'support': 47.0}, 'Maternal Cervix': {'precision': 0.8695652173913043, 'recall': 0.8, 'f1-score': 0.8333333333333334, 'support': 25.0}, 'Fetal thorax': {'precision': 0.8947368421052632, 'recall': 0.8947368421052632, 'f1-score': 0.8947368421052632, 'support': 38.0}, 'Fetal abdomen': {'precision': 0.9122807017543859, 'recall': 0.9122807017543859, 'f1-score': 0.9122807017543859, 'support': 57.0}, 'Other': {'precision': 0.6388888888888888, 'recall': 0.5348837209302325, 'f1-score': 0.5822784810126582, 'support': 43.0}, 'Fetal spine': {'precision': 0.7272727272727273, 'recall': 0.5714285714285714, 'f1-score': 0.64, 'support': 14.0}, 'Fetal heart rate': {'precision': 0.9230769230769231, 'recall': 0.9230769230769231, 'f1-score': 0.9230769230769231, 'support': 13.0}, 'accuracy': 0.8673469387755102, 'macro avg': {'precision': 0.8317347741284622, 'recall': 0.8134584772309713, 'f1-score': 0.8205770563046665, 'support': 392.0}, 'weighted avg': {'precision': 0.8621796449969974, 'recall': 0.8673469387755102, 'f1-score': 0.8634389723946136, 'support': 392.0}}	{'Placenta': 0.7272727272727273, 'Fetal brain': 1.0, 'Fetal femur': 0.9574468085106383, 'Maternal Cervix': 0.8, 'Fetal thorax': 0.8947368421052632, 'Fetal abdomen': 0.9122807017543859, 'Other': 0.5348837209302325, 'Fetal spine': 0.5714285714285714, 'Fetal heart rate': 0.9230769230769231}	{'Placenta': 0.9665738161559888, 'Fetal brain': 0.9777777777777777, 'Fetal femur': 0.9855072463768116, 'Maternal Cervix': 0.9918256130790191, 'Fetal thorax': 0.9887005649717514, 'Fetal abdomen': 0.9850746268656716, 'Other': 0.9627507163323782, 'Fetal spine': 0.9920634920634921, 'Fetal heart rate': 0.9973614775725593}
0.0013	19.0	1634	2.3543	0.8393	0.7894	0.7703	0.7751	[[21, 0, 3, 0, 1, 0, 8, 0, 0], [0, 121, 0, 0, 1, 0, 0, 0, 0], [0, 0, 46, 0, 0, 0, 0, 1, 0], [1, 1, 1, 18, 0, 0, 3, 1, 0], [1, 0, 0, 0, 34, 0, 1, 1, 1], [2, 0, 1, 0, 3, 51, 0, 0, 0], [6, 5, 3, 2, 3, 2, 20, 2, 0], [1, 1, 4, 0, 1, 0, 1, 6, 0], [0, 0, 0, 0, 1, 0, 0, 0, 12]]	{'Placenta': {'precision': 0.65625, 'recall': 0.6363636363636364, 'f1-score': 0.6461538461538462, 'support': 33.0}, 'Fetal brain': {'precision': 0.9453125, 'recall': 0.9918032786885246, 'f1-score': 0.968, 'support': 122.0}, 'Fetal femur': {'precision': 0.7931034482758621, 'recall': 0.9787234042553191, 'f1-score': 0.8761904761904762, 'support': 47.0}, 'Maternal Cervix': {'precision': 0.9, 'recall': 0.72, 'f1-score': 0.8, 'support': 25.0}, 'Fetal thorax': {'precision': 0.7727272727272727, 'recall': 0.8947368421052632, 'f1-score': 0.8292682926829268, 'support': 38.0}, 'Fetal abdomen': {'precision': 0.9622641509433962, 'recall': 0.8947368421052632, 'f1-score': 0.9272727272727272, 'support': 57.0}, 'Other': {'precision': 0.6060606060606061, 'recall': 0.46511627906976744, 'f1-score': 0.5263157894736842, 'support': 43.0}, 'Fetal spine': {'precision': 0.5454545454545454, 'recall': 0.42857142857142855, 'f1-score': 0.48, 'support': 14.0}, 'Fetal heart rate': {'precision': 0.9230769230769231, 'recall': 0.9230769230769231, 'f1-score': 0.9230769230769231, 'support': 13.0}, 'accuracy': 0.8392857142857143, 'macro avg': {'precision': 0.7893610496154007, 'recall': 0.7703476260262362, 'f1-score': 0.7751420060945092, 'support': 392.0}, 'weighted avg': {'precision': 0.8333415809524112, 'recall': 0.8392857142857143, 'f1-score': 0.8324447674180979, 'support': 392.0}}	{'Placenta': 0.6363636363636364, 'Fetal brain': 0.9918032786885246, 'Fetal femur': 0.9787234042553191, 'Maternal Cervix': 0.72, 'Fetal thorax': 0.8947368421052632, 'Fetal abdomen': 0.8947368421052632, 'Other': 0.46511627906976744, 'Fetal spine': 0.42857142857142855, 'Fetal heart rate': 0.9230769230769231}	{'Placenta': 0.9693593314763231, 'Fetal brain': 0.9740740740740741, 'Fetal femur': 0.9652173913043478, 'Maternal Cervix': 0.9945504087193461, 'Fetal thorax': 0.9717514124293786, 'Fetal abdomen': 0.9940298507462687, 'Other': 0.9627507163323782, 'Fetal spine': 0.9867724867724867, 'Fetal heart rate': 0.9973614775725593}
0.0021	20.0	1720	2.5787	0.8571	0.8660	0.7852	0.8065	[[20, 0, 2, 0, 0, 0, 11, 0, 0], [0, 122, 0, 0, 0, 0, 0, 0, 0], [0, 0, 47, 0, 0, 0, 0, 0, 0], [0, 1, 1, 17, 0, 0, 6, 0, 0], [1, 0, 0, 0, 34, 0, 2, 0, 1], [0, 0, 1, 0, 1, 49, 6, 0, 0], [3, 3, 2, 2, 2, 2, 29, 0, 0], [0, 0, 5, 0, 0, 0, 3, 6, 0], [0, 0, 0, 0, 1, 0, 0, 0, 12]]	{'Placenta': {'precision': 0.8333333333333334, 'recall': 0.6060606060606061, 'f1-score': 0.7017543859649122, 'support': 33.0}, 'Fetal brain': {'precision': 0.9682539682539683, 'recall': 1.0, 'f1-score': 0.9838709677419355, 'support': 122.0}, 'Fetal femur': {'precision': 0.8103448275862069, 'recall': 1.0, 'f1-score': 0.8952380952380953, 'support': 47.0}, 'Maternal Cervix': {'precision': 0.8947368421052632, 'recall': 0.68, 'f1-score': 0.7727272727272727, 'support': 25.0}, 'Fetal thorax': {'precision': 0.8947368421052632, 'recall': 0.8947368421052632, 'f1-score': 0.8947368421052632, 'support': 38.0}, 'Fetal abdomen': {'precision': 0.9607843137254902, 'recall': 0.8596491228070176, 'f1-score': 0.9074074074074074, 'support': 57.0}, 'Other': {'precision': 0.5087719298245614, 'recall': 0.6744186046511628, 'f1-score': 0.58, 'support': 43.0}, 'Fetal spine': {'precision': 1.0, 'recall': 0.42857142857142855, 'f1-score': 0.6, 'support': 14.0}, 'Fetal heart rate': {'precision': 0.9230769230769231, 'recall': 0.9230769230769231, 'f1-score': 0.9230769230769231, 'support': 13.0}, 'accuracy': 0.8571428571428571, 'macro avg': {'precision': 0.8660043311123344, 'recall': 0.7851681696969335, 'f1-score': 0.8065346549179789, 'support': 392.0}, 'weighted avg': {'precision': 0.8742946707677972, 'recall': 0.8571428571428571, 'f1-score': 0.8562417023417163, 'support': 392.0}}	{'Placenta': 0.6060606060606061, 'Fetal brain': 1.0, 'Fetal femur': 1.0, 'Maternal Cervix': 0.68, 'Fetal thorax': 0.8947368421052632, 'Fetal abdomen': 0.8596491228070176, 'Other': 0.6744186046511628, 'Fetal spine': 0.42857142857142855, 'Fetal heart rate': 0.9230769230769231}	{'Placenta': 0.9888579387186629, 'Fetal brain': 0.9851851851851852, 'Fetal femur': 0.9681159420289855, 'Maternal Cervix': 0.9945504087193461, 'Fetal thorax': 0.9887005649717514, 'Fetal abdomen': 0.9940298507462687, 'Other': 0.9197707736389685, 'Fetal spine': 1.0, 'Fetal heart rate': 0.9973614775725593}
0.0122	21.0	1806	2.1661	0.8699	0.8394	0.8268	0.8310	[[22, 1, 2, 0, 2, 0, 6, 0, 0], [0, 120, 0, 0, 1, 0, 0, 1, 0], [0, 0, 47, 0, 0, 0, 0, 0, 0], [0, 1, 1, 21, 0, 0, 2, 0, 0], [1, 0, 0, 0, 35, 0, 1, 0, 1], [1, 0, 0, 0, 2, 49, 3, 2, 0], [5, 3, 2, 3, 2, 2, 26, 0, 0], [0, 1, 2, 0, 0, 0, 2, 9, 0], [0, 0, 0, 0, 1, 0, 0, 0, 12]]	{'Placenta': {'precision': 0.7586206896551724, 'recall': 0.6666666666666666, 'f1-score': 0.7096774193548387, 'support': 33.0}, 'Fetal brain': {'precision': 0.9523809523809523, 'recall': 0.9836065573770492, 'f1-score': 0.967741935483871, 'support': 122.0}, 'Fetal femur': {'precision': 0.8703703703703703, 'recall': 1.0, 'f1-score': 0.9306930693069307, 'support': 47.0}, 'Maternal Cervix': {'precision': 0.875, 'recall': 0.84, 'f1-score': 0.8571428571428571, 'support': 25.0}, 'Fetal thorax': {'precision': 0.813953488372093, 'recall': 0.9210526315789473, 'f1-score': 0.8641975308641975, 'support': 38.0}, 'Fetal abdomen': {'precision': 0.9607843137254902, 'recall': 0.8596491228070176, 'f1-score': 0.9074074074074074, 'support': 57.0}, 'Other': {'precision': 0.65, 'recall': 0.6046511627906976, 'f1-score': 0.6265060240963856, 'support': 43.0}, 'Fetal spine': {'precision': 0.75, 'recall': 0.6428571428571429, 'f1-score': 0.6923076923076923, 'support': 14.0}, 'Fetal heart rate': {'precision': 0.9230769230769231, 'recall': 0.9230769230769231, 'f1-score': 0.9230769230769231, 'support': 13.0}, 'accuracy': 0.8698979591836735, 'macro avg': {'precision': 0.8393540819534446, 'recall': 0.8268400230171605, 'f1-score': 0.8309723176712337, 'support': 392.0}, 'weighted avg': {'precision': 0.8677354714209101, 'recall': 0.8698979591836735, 'f1-score': 0.8669612545338089, 'support': 392.0}}	{'Placenta': 0.6666666666666666, 'Fetal brain': 0.9836065573770492, 'Fetal femur': 1.0, 'Maternal Cervix': 0.84, 'Fetal thorax': 0.9210526315789473, 'Fetal abdomen': 0.8596491228070176, 'Other': 0.6046511627906976, 'Fetal spine': 0.6428571428571429, 'Fetal heart rate': 0.9230769230769231}	{'Placenta': 0.9805013927576601, 'Fetal brain': 0.9777777777777777, 'Fetal femur': 0.9797101449275363, 'Maternal Cervix': 0.9918256130790191, 'Fetal thorax': 0.9774011299435028, 'Fetal abdomen': 0.9940298507462687, 'Other': 0.9598853868194842, 'Fetal spine': 0.9920634920634921, 'Fetal heart rate': 0.9973614775725593}
0.0001	22.0	1892	2.2185	0.8801	0.8718	0.8293	0.8428	[[23, 1, 3, 1, 0, 1, 4, 0, 0], [0, 121, 0, 0, 0, 0, 1, 0, 0], [0, 0, 47, 0, 0, 0, 0, 0, 0], [0, 1, 1, 21, 0, 0, 2, 0, 0], [1, 0, 0, 0, 34, 0, 2, 0, 1], [1, 0, 1, 0, 1, 51, 3, 0, 0], [4, 3, 1, 3, 2, 2, 28, 0, 0], [0, 0, 3, 0, 0, 0, 3, 8, 0], [0, 0, 0, 0, 1, 0, 0, 0, 12]]	{'Placenta': {'precision': 0.7931034482758621, 'recall': 0.696969696969697, 'f1-score': 0.7419354838709677, 'support': 33.0}, 'Fetal brain': {'precision': 0.9603174603174603, 'recall': 0.9918032786885246, 'f1-score': 0.9758064516129032, 'support': 122.0}, 'Fetal femur': {'precision': 0.8392857142857143, 'recall': 1.0, 'f1-score': 0.912621359223301, 'support': 47.0}, 'Maternal Cervix': {'precision': 0.84, 'recall': 0.84, 'f1-score': 0.84, 'support': 25.0}, 'Fetal thorax': {'precision': 0.8947368421052632, 'recall': 0.8947368421052632, 'f1-score': 0.8947368421052632, 'support': 38.0}, 'Fetal abdomen': {'precision': 0.9444444444444444, 'recall': 0.8947368421052632, 'f1-score': 0.918918918918919, 'support': 57.0}, 'Other': {'precision': 0.6511627906976745, 'recall': 0.6511627906976745, 'f1-score': 0.6511627906976745, 'support': 43.0}, 'Fetal spine': {'precision': 1.0, 'recall': 0.5714285714285714, 'f1-score': 0.7272727272727273, 'support': 14.0}, 'Fetal heart rate': {'precision': 0.9230769230769231, 'recall': 0.9230769230769231, 'f1-score': 0.9230769230769231, 'support': 13.0}, 'accuracy': 0.8801020408163265, 'macro avg': {'precision': 0.8717919581337047, 'recall': 0.8293238827857685, 'f1-score': 0.8428368329754088, 'support': 392.0}, 'weighted avg': {'precision': 0.8816604741239681, 'recall': 0.8801020408163265, 'f1-score': 0.877514434969918, 'support': 392.0}}	{'Placenta': 0.696969696969697, 'Fetal brain': 0.9918032786885246, 'Fetal femur': 1.0, 'Maternal Cervix': 0.84, 'Fetal thorax': 0.8947368421052632, 'Fetal abdomen': 0.8947368421052632, 'Other': 0.6511627906976745, 'Fetal spine': 0.5714285714285714, 'Fetal heart rate': 0.9230769230769231}	{'Placenta': 0.9832869080779945, 'Fetal brain': 0.9814814814814815, 'Fetal femur': 0.9739130434782609, 'Maternal Cervix': 0.989100817438692, 'Fetal thorax': 0.9887005649717514, 'Fetal abdomen': 0.991044776119403, 'Other': 0.9570200573065902, 'Fetal spine': 1.0, 'Fetal heart rate': 0.9973614775725593}
0.0140	23.0	1978	2.5087	0.8546	0.8519	0.7866	0.8060	[[17, 0, 2, 0, 0, 0, 14, 0, 0], [0, 122, 0, 0, 0, 0, 0, 0, 0], [0, 0, 47, 0, 0, 0, 0, 0, 0], [0, 1, 1, 15, 0, 0, 8, 0, 0], [1, 0, 0, 0, 34, 0, 2, 0, 1], [0, 0, 1, 0, 2, 50, 4, 0, 0], [2, 2, 1, 3, 2, 2, 30, 1, 0], [0, 2, 3, 0, 0, 0, 1, 8, 0], [0, 0, 0, 0, 0, 0, 1, 0, 12]]	{'Placenta': {'precision': 0.85, 'recall': 0.5151515151515151, 'f1-score': 0.6415094339622641, 'support': 33.0}, 'Fetal brain': {'precision': 0.9606299212598425, 'recall': 1.0, 'f1-score': 0.9799196787148594, 'support': 122.0}, 'Fetal femur': {'precision': 0.8545454545454545, 'recall': 1.0, 'f1-score': 0.9215686274509803, 'support': 47.0}, 'Maternal Cervix': {'precision': 0.8333333333333334, 'recall': 0.6, 'f1-score': 0.6976744186046512, 'support': 25.0}, 'Fetal thorax': {'precision': 0.8947368421052632, 'recall': 0.8947368421052632, 'f1-score': 0.8947368421052632, 'support': 38.0}, 'Fetal abdomen': {'precision': 0.9615384615384616, 'recall': 0.8771929824561403, 'f1-score': 0.9174311926605505, 'support': 57.0}, 'Other': {'precision': 0.5, 'recall': 0.6976744186046512, 'f1-score': 0.5825242718446602, 'support': 43.0}, 'Fetal spine': {'precision': 0.8888888888888888, 'recall': 0.5714285714285714, 'f1-score': 0.6956521739130435, 'support': 14.0}, 'Fetal heart rate': {'precision': 0.9230769230769231, 'recall': 0.9230769230769231, 'f1-score': 0.9230769230769231, 'support': 13.0}, 'accuracy': 0.8545918367346939, 'macro avg': {'precision': 0.8518610916386853, 'recall': 0.7865845836470071, 'f1-score': 0.8060103958147995, 'support': 392.0}, 'weighted avg': {'precision': 0.8698876450071613, 'recall': 0.8545918367346939, 'f1-score': 0.8534613525128425, 'support': 392.0}}	{'Placenta': 0.5151515151515151, 'Fetal brain': 1.0, 'Fetal femur': 1.0, 'Maternal Cervix': 0.6, 'Fetal thorax': 0.8947368421052632, 'Fetal abdomen': 0.8771929824561403, 'Other': 0.6976744186046512, 'Fetal spine': 0.5714285714285714, 'Fetal heart rate': 0.9230769230769231}	{'Placenta': 0.9916434540389972, 'Fetal brain': 0.9814814814814815, 'Fetal femur': 0.9768115942028985, 'Maternal Cervix': 0.9918256130790191, 'Fetal thorax': 0.9887005649717514, 'Fetal abdomen': 0.9940298507462687, 'Other': 0.9140401146131805, 'Fetal spine': 0.9973544973544973, 'Fetal heart rate': 0.9973614775725593}
0.0015	24.0	2064	2.0055	0.8724	0.8615	0.8271	0.8406	[[24, 1, 0, 0, 0, 0, 8, 0, 0], [0, 121, 0, 0, 0, 0, 1, 0, 0], [0, 0, 46, 0, 0, 0, 1, 0, 0], [2, 0, 0, 18, 1, 0, 4, 0, 0], [1, 0, 0, 0, 34, 1, 1, 0, 1], [2, 0, 0, 0, 1, 52, 2, 0, 0], [7, 3, 1, 3, 2, 2, 25, 0, 0], [1, 1, 0, 0, 0, 0, 2, 10, 0], [0, 0, 0, 0, 1, 0, 0, 0, 12]]	{'Placenta': {'precision': 0.6486486486486487, 'recall': 0.7272727272727273, 'f1-score': 0.6857142857142857, 'support': 33.0}, 'Fetal brain': {'precision': 0.9603174603174603, 'recall': 0.9918032786885246, 'f1-score': 0.9758064516129032, 'support': 122.0}, 'Fetal femur': {'precision': 0.9787234042553191, 'recall': 0.9787234042553191, 'f1-score': 0.9787234042553191, 'support': 47.0}, 'Maternal Cervix': {'precision': 0.8571428571428571, 'recall': 0.72, 'f1-score': 0.782608695652174, 'support': 25.0}, 'Fetal thorax': {'precision': 0.8717948717948718, 'recall': 0.8947368421052632, 'f1-score': 0.8831168831168831, 'support': 38.0}, 'Fetal abdomen': {'precision': 0.9454545454545454, 'recall': 0.9122807017543859, 'f1-score': 0.9285714285714286, 'support': 57.0}, 'Other': {'precision': 0.5681818181818182, 'recall': 0.5813953488372093, 'f1-score': 0.5747126436781609, 'support': 43.0}, 'Fetal spine': {'precision': 1.0, 'recall': 0.7142857142857143, 'f1-score': 0.8333333333333334, 'support': 14.0}, 'Fetal heart rate': {'precision': 0.9230769230769231, 'recall': 0.9230769230769231, 'f1-score': 0.9230769230769231, 'support': 13.0}, 'accuracy': 0.8724489795918368, 'macro avg': {'precision': 0.8614822809858271, 'recall': 0.8270638822528963, 'f1-score': 0.8406293387790458, 'support': 392.0}, 'weighted avg': {'precision': 0.8761317331470393, 'recall': 0.8724489795918368, 'f1-score': 0.8727257633890065, 'support': 392.0}}	{'Placenta': 0.7272727272727273, 'Fetal brain': 0.9918032786885246, 'Fetal femur': 0.9787234042553191, 'Maternal Cervix': 0.72, 'Fetal thorax': 0.8947368421052632, 'Fetal abdomen': 0.9122807017543859, 'Other': 0.5813953488372093, 'Fetal spine': 0.7142857142857143, 'Fetal heart rate': 0.9230769230769231}	{'Placenta': 0.9637883008356546, 'Fetal brain': 0.9814814814814815, 'Fetal femur': 0.9971014492753624, 'Maternal Cervix': 0.9918256130790191, 'Fetal thorax': 0.9858757062146892, 'Fetal abdomen': 0.991044776119403, 'Other': 0.9455587392550143, 'Fetal spine': 1.0, 'Fetal heart rate': 0.9973614775725593}
0.0370	25.0	2150	2.5617	0.8699	0.8485	0.8189	0.8291	[[19, 0, 2, 0, 0, 2, 10, 0, 0], [0, 122, 0, 0, 0, 0, 0, 0, 0], [0, 0, 46, 0, 0, 0, 0, 1, 0], [0, 1, 1, 20, 0, 0, 3, 0, 0], [1, 0, 0, 0, 35, 0, 1, 0, 1], [2, 0, 1, 0, 3, 50, 1, 0, 0], [4, 2, 2, 3, 2, 2, 28, 0, 0], [0, 0, 4, 0, 0, 0, 1, 9, 0], [0, 0, 0, 0, 1, 0, 0, 0, 12]]	{'Placenta': {'precision': 0.7307692307692307, 'recall': 0.5757575757575758, 'f1-score': 0.6440677966101694, 'support': 33.0}, 'Fetal brain': {'precision': 0.976, 'recall': 1.0, 'f1-score': 0.9878542510121457, 'support': 122.0}, 'Fetal femur': {'precision': 0.8214285714285714, 'recall': 0.9787234042553191, 'f1-score': 0.8932038834951457, 'support': 47.0}, 'Maternal Cervix': {'precision': 0.8695652173913043, 'recall': 0.8, 'f1-score': 0.8333333333333334, 'support': 25.0}, 'Fetal thorax': {'precision': 0.8536585365853658, 'recall': 0.9210526315789473, 'f1-score': 0.8860759493670886, 'support': 38.0}, 'Fetal abdomen': {'precision': 0.9259259259259259, 'recall': 0.8771929824561403, 'f1-score': 0.9009009009009009, 'support': 57.0}, 'Other': {'precision': 0.6363636363636364, 'recall': 0.6511627906976745, 'f1-score': 0.6436781609195402, 'support': 43.0}, 'Fetal spine': {'precision': 0.9, 'recall': 0.6428571428571429, 'f1-score': 0.75, 'support': 14.0}, 'Fetal heart rate': {'precision': 0.9230769230769231, 'recall': 0.9230769230769231, 'f1-score': 0.9230769230769231, 'support': 13.0}, 'accuracy': 0.8698979591836735, 'macro avg': {'precision': 0.848532004615662, 'recall': 0.818869272297747, 'f1-score': 0.8291323554128053, 'support': 392.0}, 'weighted avg': {'precision': 0.8691686133647146, 'recall': 0.8698979591836735, 'f1-score': 0.8668029849899579, 'support': 392.0}}	{'Placenta': 0.5757575757575758, 'Fetal brain': 1.0, 'Fetal femur': 0.9787234042553191, 'Maternal Cervix': 0.8, 'Fetal thorax': 0.9210526315789473, 'Fetal abdomen': 0.8771929824561403, 'Other': 0.6511627906976745, 'Fetal spine': 0.6428571428571429, 'Fetal heart rate': 0.9230769230769231}	{'Placenta': 0.9805013927576601, 'Fetal brain': 0.9888888888888889, 'Fetal femur': 0.9710144927536232, 'Maternal Cervix': 0.9918256130790191, 'Fetal thorax': 0.9830508474576272, 'Fetal abdomen': 0.9880597014925373, 'Other': 0.9541547277936963, 'Fetal spine': 0.9973544973544973, 'Fetal heart rate': 0.9973614775725593}
0.0155	26.0	2236	2.1493	0.8724	0.8479	0.8378	0.8406	[[18, 2, 2, 0, 0, 0, 10, 1, 0], [0, 121, 0, 0, 0, 0, 1, 0, 0], [0, 0, 46, 0, 0, 0, 0, 1, 0], [0, 2, 1, 20, 0, 0, 2, 0, 0], [1, 0, 0, 0, 35, 0, 1, 0, 1], [2, 0, 0, 0, 3, 51, 1, 0, 0], [4, 2, 2, 3, 3, 2, 27, 0, 0], [0, 0, 1, 0, 0, 0, 1, 12, 0], [0, 0, 0, 0, 1, 0, 0, 0, 12]]	{'Placenta': {'precision': 0.72, 'recall': 0.5454545454545454, 'f1-score': 0.6206896551724138, 'support': 33.0}, 'Fetal brain': {'precision': 0.952755905511811, 'recall': 0.9918032786885246, 'f1-score': 0.9718875502008032, 'support': 122.0}, 'Fetal femur': {'precision': 0.8846153846153846, 'recall': 0.9787234042553191, 'f1-score': 0.9292929292929293, 'support': 47.0}, 'Maternal Cervix': {'precision': 0.8695652173913043, 'recall': 0.8, 'f1-score': 0.8333333333333334, 'support': 25.0}, 'Fetal thorax': {'precision': 0.8333333333333334, 'recall': 0.9210526315789473, 'f1-score': 0.875, 'support': 38.0}, 'Fetal abdomen': {'precision': 0.9622641509433962, 'recall': 0.8947368421052632, 'f1-score': 0.9272727272727272, 'support': 57.0}, 'Other': {'precision': 0.627906976744186, 'recall': 0.627906976744186, 'f1-score': 0.627906976744186, 'support': 43.0}, 'Fetal spine': {'precision': 0.8571428571428571, 'recall': 0.8571428571428571, 'f1-score': 0.8571428571428571, 'support': 14.0}, 'Fetal heart rate': {'precision': 0.9230769230769231, 'recall': 0.9230769230769231, 'f1-score': 0.9230769230769231, 'support': 13.0}, 'accuracy': 0.8724489795918368, 'macro avg': {'precision': 0.8478511943065773, 'recall': 0.8377663843385074, 'f1-score': 0.8406225502484637, 'support': 392.0}, 'weighted avg': {'precision': 0.8694591766698645, 'recall': 0.8724489795918368, 'f1-score': 0.8690502199230461, 'support': 392.0}}	{'Placenta': 0.5454545454545454, 'Fetal brain': 0.9918032786885246, 'Fetal femur': 0.9787234042553191, 'Maternal Cervix': 0.8, 'Fetal thorax': 0.9210526315789473, 'Fetal abdomen': 0.8947368421052632, 'Other': 0.627906976744186, 'Fetal spine': 0.8571428571428571, 'Fetal heart rate': 0.9230769230769231}	{'Placenta': 0.9805013927576601, 'Fetal brain': 0.9777777777777777, 'Fetal femur': 0.9826086956521739, 'Maternal Cervix': 0.9918256130790191, 'Fetal thorax': 0.980225988700565, 'Fetal abdomen': 0.9940298507462687, 'Other': 0.9541547277936963, 'Fetal spine': 0.9947089947089947, 'Fetal heart rate': 0.9973614775725593}
0.0030	27.0	2322	2.3863	0.8648	0.8231	0.8158	0.8157	[[26, 1, 1, 0, 0, 0, 4, 1, 0], [0, 121, 0, 0, 1, 0, 0, 0, 0], [0, 0, 47, 0, 0, 0, 0, 0, 0], [1, 1, 1, 21, 0, 0, 1, 0, 0], [1, 0, 0, 0, 33, 2, 0, 1, 1], [1, 0, 0, 0, 2, 51, 2, 1, 0], [8, 3, 1, 3, 3, 4, 20, 1, 0], [0, 0, 4, 0, 0, 0, 2, 8, 0], [0, 0, 0, 0, 1, 0, 0, 0, 12]]	{'Placenta': {'precision': 0.7027027027027027, 'recall': 0.7878787878787878, 'f1-score': 0.7428571428571429, 'support': 33.0}, 'Fetal brain': {'precision': 0.9603174603174603, 'recall': 0.9918032786885246, 'f1-score': 0.9758064516129032, 'support': 122.0}, 'Fetal femur': {'precision': 0.8703703703703703, 'recall': 1.0, 'f1-score': 0.9306930693069307, 'support': 47.0}, 'Maternal Cervix': {'precision': 0.875, 'recall': 0.84, 'f1-score': 0.8571428571428571, 'support': 25.0}, 'Fetal thorax': {'precision': 0.825, 'recall': 0.868421052631579, 'f1-score': 0.8461538461538461, 'support': 38.0}, 'Fetal abdomen': {'precision': 0.8947368421052632, 'recall': 0.8947368421052632, 'f1-score': 0.8947368421052632, 'support': 57.0}, 'Other': {'precision': 0.6896551724137931, 'recall': 0.46511627906976744, 'f1-score': 0.5555555555555556, 'support': 43.0}, 'Fetal spine': {'precision': 0.6666666666666666, 'recall': 0.5714285714285714, 'f1-score': 0.6153846153846154, 'support': 14.0}, 'Fetal heart rate': {'precision': 0.9230769230769231, 'recall': 0.9230769230769231, 'f1-score': 0.9230769230769231, 'support': 13.0}, 'accuracy': 0.8647959183673469, 'macro avg': {'precision': 0.8230584597392422, 'recall': 0.8158290816532685, 'f1-score': 0.8157119225773375, 'support': 392.0}, 'weighted avg': {'precision': 0.8583388584246254, 'recall': 0.8647959183673469, 'f1-score': 0.8581426993754508, 'support': 392.0}}	{'Placenta': 0.7878787878787878, 'Fetal brain': 0.9918032786885246, 'Fetal femur': 1.0, 'Maternal Cervix': 0.84, 'Fetal thorax': 0.868421052631579, 'Fetal abdomen': 0.8947368421052632, 'Other': 0.46511627906976744, 'Fetal spine': 0.5714285714285714, 'Fetal heart rate': 0.9230769230769231}	{'Placenta': 0.9693593314763231, 'Fetal brain': 0.9814814814814815, 'Fetal femur': 0.9797101449275363, 'Maternal Cervix': 0.9918256130790191, 'Fetal thorax': 0.980225988700565, 'Fetal abdomen': 0.982089552238806, 'Other': 0.9742120343839542, 'Fetal spine': 0.9894179894179894, 'Fetal heart rate': 0.9973614775725593}

Framework versions

Transformers 5.0.0
Pytorch 2.10.0+cu128
Datasets 4.0.0
Tokenizers 0.22.2

Beijuka/ultrasound_plane_classification-swin-all-planes-class-weight-v1

ultrasound_plane_classification-swin-all-planes-class-weight-v1

Model description

Intended uses & limitations

Training and evaluation data

Training procedure

Training hyperparameters

Training results

Framework versions

Beijuka/
ultrasound_plane_classification-swin-all-planes-class-weight-v1