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Hyperparameters and test accuracy

Exp No epoch train_acc_epoch val_acc test_acc val_loss test_loss base_model patch_size embed_dim
0 2 0.585938 0.564732 0.597098 0.679125 0.676568 convnext_tiny 8 32
1 2 0.543403 0.570312 0.577009 0.678275 0.683202 convnext_tiny 8 48
2 2 0.559028 0.544643 0.544643 0.68714 0.68714 convnext_tiny 8 16

Validation loss and validation accuracy plot

validation_plot

Optuna Hyperparameter Optimization

Experiment Name: catdog_classification

Best Parameters:

  • model.patch_size: 8
  • model.embed_dim: 32

Best Value (Metric):

0.5971