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Tianmu28/
segformer-b0-segments-lungs-xray

Name: segformer-b0-segments-lungs-xray
Availability: InStock

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segformer-b0-segments-lungs-xray

This model is a fine-tuned version of nvidia/segformer-b0-finetuned-ade-512-512 on the None dataset. It achieves the following results on the evaluation set:

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The following hyperparameters were used during training:

learning_rate: 5e-05
train_batch_size: 4
eval_batch_size: 4
seed: 42
optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
lr_scheduler_type: linear
num_epochs: 7

Training Loss	Epoch	Step	Validation Loss	Mean Iou	Mean Accuracy	Overall Accuracy	Accuracy Background	Accuracy Target	Iou Background	Iou Target
0.1417	1.0	123	0.1330	0.9172	0.9657	0.9673	0.9688	0.9626	0.9574	0.8770
0.0957	2.0	246	0.0860	0.9425	0.9680	0.9782	0.9878	0.9481	0.9717	0.9133
0.0889	3.0	369	0.0743	0.9418	0.9734	0.9777	0.9817	0.9650	0.9709	0.9128
0.076	4.0	492	0.0635	0.9494	0.9724	0.9809	0.9889	0.9559	0.9751	0.9237
0.0621	5.0	615	0.0603	0.9508	0.9734	0.9814	0.9890	0.9578	0.9758	0.9259
0.0653	6.0	738	0.0589	0.9509	0.9747	0.9814	0.9877	0.9617	0.9758	0.9260
0.0593	7.0	861	0.0587	0.9507	0.9748	0.9813	0.9875	0.9622	0.9757	0.9258