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lyfesan/
swintransformer-brats-artifact-classifier

Name: swintransformer-brats-artifact-classifier
Availability: InStock

generated_from_trainer

microsoft/swin-tiny-patch4-window7-224

finetune

apache-2.0

endpoints_compatible

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swintransformer-brats-artifact-classifier

This model is a fine-tuned version of microsoft/swin-tiny-patch4-window7-224 on an unknown dataset. It achieves the following results on the evaluation set:

Loss: 0.4839
Accuracy: 0.9298
Precision: 0.9316
Recall: 0.9298
F1: 0.9297

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: 0.0001
train_batch_size: 32
eval_batch_size: 32
seed: 42
gradient_accumulation_steps: 2
total_train_batch_size: 64
optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
lr_scheduler_type: cosine
lr_scheduler_warmup_ratio: 0.1
num_epochs: 20

Training results

Training Loss	Epoch	Step	Validation Loss	Accuracy	Precision	Recall	F1
No log	1.0	80	0.6439	0.7317	0.7634	0.7317	0.7296
0.7561	2.0	160	0.3505	0.8666	0.8818	0.8666	0.8678
0.7561	3.0	240	0.2608	0.9017	0.9036	0.9017	0.9023
0.1834	4.0	320	0.5521	0.8483	0.8952	0.8483	0.8541
0.1834	5.0	400	0.3639	0.9087	0.9169	0.9087	0.9087
0.114	6.0	480	0.2863	0.9115	0.9175	0.9115	0.9098
0.114	7.0	560	0.2461	0.9382	0.9393	0.9382	0.9379
0.0628	8.0	640	0.3091	0.9354	0.9388	0.9354	0.9355
0.0628	9.0	720	0.3413	0.9157	0.9187	0.9157	0.9149
0.0327	10.0	800	0.4839	0.9298	0.9316	0.9298	0.9297

Framework versions

Transformers 4.53.3
Pytorch 2.6.0+cu124
Datasets 4.4.1
Tokenizers 0.21.2

lyfesan/swintransformer-brats-artifact-classifier

swintransformer-brats-artifact-classifier

Model description

Intended uses & limitations

Training and evaluation data

Training procedure

Training hyperparameters

Training results

Framework versions

lyfesan/
swintransformer-brats-artifact-classifier