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pwk666/Beans_disease_classfication

sourceHugging Faceapache-2.0updated 2y agoView on Hugging Face
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Model Card

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Beansdiseaseclassfication

This model is a fine-tuned version of google/vit-base-patch16-224-in21k on an unknown dataset. It achieves the following results on the evaluation set:

  • —Loss: 4.7350
  • —Accuracy: 0.8984

Model description

More information needed

Intended uses & limitations

More information needed

Training and evaluation data

Class Label Mappings: { "angularleafspot": 0, "bean_rust": 1, "healthy": 2, }

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

  • —learning_rate: 5e-05
  • —trainbatchsize: 16
  • —evalbatchsize: 16
  • —seed: 42
  • —gradientaccumulationsteps: 4
  • —totaltrainbatch_size: 64
  • —optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • —lrschedulertype: linear
  • —lrschedulerwarmup_ratio: 0.1
  • —num_epochs: 3

Training results

Training LossEpochStepValidation LossAccuracy
6.57160.98165.55790.7734
5.15911.97324.92860.9062
4.87762.95484.73500.8984

Framework versions

  • —Transformers 4.28.0
  • —Pytorch 2.1.0+cu121
  • —Datasets 2.18.0
  • —Tokenizers 0.13.3