├── FullReport.docx ├── LICENSE ├── README.md ├── config.py ├── custom_functions ├── augmentations.py ├── lossfn.py ├── optimizer.py └── scheduler.py ├── data_functions.py ├── experiments ├── kd_process.py ├── knowledge_distilation.py ├── pl_process.py └── pseudolabeling.py ├── fmix.py ├── images ├── lr_plot.png ├── scheme.png └── table.jpg ├── main.py ├── train.csv ├── train_functions.py ├── utils.py └── weights_transformer.py /FullReport.docx: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/vadimtimakin/Cassava-Leaf-Disease-Classification/HEAD/FullReport.docx -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/vadimtimakin/Cassava-Leaf-Disease-Classification/HEAD/LICENSE -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/vadimtimakin/Cassava-Leaf-Disease-Classification/HEAD/README.md -------------------------------------------------------------------------------- /config.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/vadimtimakin/Cassava-Leaf-Disease-Classification/HEAD/config.py -------------------------------------------------------------------------------- /custom_functions/augmentations.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/vadimtimakin/Cassava-Leaf-Disease-Classification/HEAD/custom_functions/augmentations.py -------------------------------------------------------------------------------- /custom_functions/lossfn.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/vadimtimakin/Cassava-Leaf-Disease-Classification/HEAD/custom_functions/lossfn.py -------------------------------------------------------------------------------- /custom_functions/optimizer.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/vadimtimakin/Cassava-Leaf-Disease-Classification/HEAD/custom_functions/optimizer.py -------------------------------------------------------------------------------- /custom_functions/scheduler.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/vadimtimakin/Cassava-Leaf-Disease-Classification/HEAD/custom_functions/scheduler.py -------------------------------------------------------------------------------- /data_functions.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/vadimtimakin/Cassava-Leaf-Disease-Classification/HEAD/data_functions.py -------------------------------------------------------------------------------- /experiments/kd_process.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/vadimtimakin/Cassava-Leaf-Disease-Classification/HEAD/experiments/kd_process.py -------------------------------------------------------------------------------- /experiments/knowledge_distilation.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/vadimtimakin/Cassava-Leaf-Disease-Classification/HEAD/experiments/knowledge_distilation.py -------------------------------------------------------------------------------- /experiments/pl_process.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/vadimtimakin/Cassava-Leaf-Disease-Classification/HEAD/experiments/pl_process.py -------------------------------------------------------------------------------- /experiments/pseudolabeling.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/vadimtimakin/Cassava-Leaf-Disease-Classification/HEAD/experiments/pseudolabeling.py -------------------------------------------------------------------------------- /fmix.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/vadimtimakin/Cassava-Leaf-Disease-Classification/HEAD/fmix.py -------------------------------------------------------------------------------- /images/lr_plot.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/vadimtimakin/Cassava-Leaf-Disease-Classification/HEAD/images/lr_plot.png -------------------------------------------------------------------------------- /images/scheme.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/vadimtimakin/Cassava-Leaf-Disease-Classification/HEAD/images/scheme.png -------------------------------------------------------------------------------- /images/table.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/vadimtimakin/Cassava-Leaf-Disease-Classification/HEAD/images/table.jpg -------------------------------------------------------------------------------- /main.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/vadimtimakin/Cassava-Leaf-Disease-Classification/HEAD/main.py -------------------------------------------------------------------------------- /train.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/vadimtimakin/Cassava-Leaf-Disease-Classification/HEAD/train.csv -------------------------------------------------------------------------------- /train_functions.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/vadimtimakin/Cassava-Leaf-Disease-Classification/HEAD/train_functions.py -------------------------------------------------------------------------------- /utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/vadimtimakin/Cassava-Leaf-Disease-Classification/HEAD/utils.py -------------------------------------------------------------------------------- /weights_transformer.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/vadimtimakin/Cassava-Leaf-Disease-Classification/HEAD/weights_transformer.py --------------------------------------------------------------------------------