History of experiments

10.01.2024, exp1, Dmitrii

https://app.clear.ml/projects/ad24a8e7ed7744c8bf6216f8b8c710cf/experiments/c13b215c07ec48f587d3ec8f5f1cf970/output/execution

Wat's bad

efficientnet_b0 - low metrics (lower than 70%)

Ideas

Try EfficientNet with more parameters

10.01.2024, exp2, Dmitrii

https://app.clear.ml/projects/ad24a8e7ed7744c8bf6216f8b8c710cf/experiments/ad36b4c4865a46bc83bc64d8d04e434c/output/execution

Wat's bad

efficientnet_b1 - low metrics (lower than 70%)

Ideas

Try Focal loss

10.01.2024, exp3, Dmitrii

Select for production

efficientnet_b3, f1 > 70%
https://app.clear.ml/projects/ad24a8e7ed7744c8bf6216f8b8c710cf/experiments/f9a15c5e1c9b4b9999e4ff8b1163ebc4/output/execution

Wat's bad

Ideas

Try others efficientnet according to available GPU resources

06.02.2024, exp4, Dmitrii

Select for production and fix according to review. Final version

efficientnet_b3, f1 > 62%
https://app.clear.ml/projects/ad24a8e7ed7744c8bf6216f8b8c710cf/experiments/df4a05465fdb4a4582de97f760fc0a30/output/execution

Wat's bad

Ideas