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hazardous/swin-tiny-patch4-window7-224_har-finetuned

sourceHugging Faceapache-2.0updated 4y agoView on Hugging Face
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Model Card

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swin-tiny-patch4-window7-224_har-finetuned

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

  • —Loss: 0.5817
  • —Accuracy: 0.8307

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
  • —trainbatchsize: 32
  • —evalbatchsize: 32
  • —seed: 42
  • —gradientaccumulationsteps: 4
  • —totaltrainbatch_size: 128
  • —optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • —lrschedulertype: linear
  • —lrschedulerwarmup_ratio: 0.1
  • —num_epochs: 6

Training results

Training LossEpochStepValidation LossAccuracy
0.96550.99830.83740.7323
0.6481.991660.64490.7931
0.50582.992490.60820.8074
0.32723.993320.57660.8254
0.25694.994150.58270.8217
0.22265.994980.58170.8307

Framework versions

  • —Transformers 4.20.1
  • —Pytorch 1.12.0
  • —Datasets 2.1.0
  • —Tokenizers 0.12.1