Augmentations per model
=======================

Following table shows details of augmentations that used for each model.

+-----------------------------+---------------------------+-------------------------------------------------------------------------------------+---------------------------------------------+---------------------------------------------+
| Task                        | Model                     | Train                                                                               | Val                                         | Test                                        |
+=============================+===========================+=====================================================================================+=============================================+=============================================+
|| Multi Class Classification || Efficientnet-B0          || - RandomResizedCrop (size=224)                                                     || - Resize (size=224)                        || - Resize (size=224)                        |
|| Multi Label Classification || Efficientnet-V2-S        || - RandomFlip (flip_prob=0.5, direction="horizontal")                               || - Normalize                                || - Normalize                                |
|| H-Label Classification     || MV3-Large                || - Normalize                                                                        ||                                            ||                                            |
||                            || DeiT                     ||                                                                                    ||                                            ||                                            |
+-----------------------------+---------------------------+-------------------------------------------------------------------------------------+---------------------------------------------+---------------------------------------------+
|| Detection                  || Yolox_l                  || - Mosaic (img_scale=640, pad_val=114.0)                                            || - MultiScaleFlipAug (img_scale=(640, 640)) || - MultiScaleFlipAug (img_scale=(640, 640)) |
||                            || Yolox_s                  || - RandomAffine                                                                     ||   - Resize                                 ||   - Resize                                 |
||                            ||                          || - MixUp (img_scale=640, ratio_range=(0.8, 1.6), pad_val=114.0)                     ||   - RandomFlip (flip_prob=0.5)             ||   - RandomFlip (flip_prob=0.5)             |
+-----------------------------+---------------------------+-------------------------------------------------------------------------------------+---------------------------------------------+---------------------------------------------+
||                            || Yolox_x                  || - YOLOXHSVRandomAug                                                                || - Pad (size_divisor=32)                    || - Pad (size_divisor=32)                    |
||                            ||                          || - RandomFlip (flip_prob=0.5)                                                       || - Normalize                                || - Normalize                                |
||                            ||                          || - Resize (img_scale=640)                                                           ||                                            ||                                            |
||                            ||                          || - Pad                                                                              ||                                            ||                                            |
||                            ||                          || - Normalize                                                                        ||                                            ||                                            |
+-----------------------------+---------------------------+-------------------------------------------------------------------------------------+---------------------------------------------+---------------------------------------------+
||                            || Yolox_tiny               || - Mosaic (img_scale=640, pad_val=114.0)                                            || - Resize (img_scale=(416, 416))            || - MultiScaleFlipAug (img_scale=(416, 416)) |
||                            ||                          || - RandomAffine                                                                     || - MultiScaleFlipAug (img_scale=(416, 416)) ||   - Resize                                 |
||                            ||                          || - PhotoMetricDistortion                                                            ||   - RandomFlip                             ||   - RandomFlip                             |
||                            ||                          || - RandomFlip (flip_prob=0.5)                                                       ||   - Pad                                    ||   - Pad                                    |
||                            ||                          || - Resize (img_scale=640)                                                           ||   - Normalize                              ||   - Normalize                              |
||                            ||                          || - Pad                                                                              ||                                            ||                                            |
||                            ||                          || - Normalize                                                                        ||                                            ||                                            |
+-----------------------------+---------------------------+-------------------------------------------------------------------------------------+---------------------------------------------+---------------------------------------------+
||                            || Mobilenetv2_atss         || - MinIoURandomCrop                                                                 || - Resize (img_scale=(992, 736))            || - Resize (img_scale=(992, 736))            |
||                            || Resnext101_atss          || - Resize (img_scale=[(992, 736), (896, 736), (1088, 736), (992, 672), (992, 800)]) || - MultiScaleFlipAug (img_scale=(992, 736)) || - MultiScaleFlipAug (img_scale=(992, 736)) |
||                            ||                          || - RandomFlip (flip_prob=0.5)                                                       ||   - RandomFlip                             ||   - RandomFlip                             |
||                            ||                          || - Normalize                                                                        ||   - Normalize                              ||   - Normalize                              |
+-----------------------------+---------------------------+-------------------------------------------------------------------------------------+---------------------------------------------+---------------------------------------------+
||                            || Mobilenetv2_ssd          || - PhotoMetricDistortion                                                            || - Resize (img_scale=(864, 864))            || - MultiScaleFlipAug (img_scale=(864, 864)) |
||                            ||                          || - MinIoURandomCrop                                                                 || - MultiScaleFlipAug (img_scale=(864, 864)) ||   - Resize                                 |
||                            ||                          || - Resize (img_scale=(864, 864))                                                    ||   - Normalize                              ||   - Normalize                              |
||                            ||                          || - Normalize                                                                        ||                                            ||                                            |
||                            ||                          || - RandomFlip (flip_prob=0.5)                                                       ||                                            ||                                            |
+-----------------------------+---------------------------+-------------------------------------------------------------------------------------+---------------------------------------------+---------------------------------------------+
||                            || Resnet50_Detr            || - RandomFlip (flip_prob=0.5)                                                       || - MultiScaleFlipAug (img_scale=(1333, 800) || - MultiScaleFlipAug (img_scale=(1333, 800) |
||                            || Resnet50_dino            || - AutoAugment                                                                      ||   - Resize                                 ||   - Resize                                 |
||                            ||                          ||   - Resize                                                                         ||   - RandomFlip                             ||   - RandomFlip                             |
||                            ||                          ||   - RandomCrop                                                                     ||   - Normalize                              ||   - Normalize                              |
||                            ||                          ||   - Resize                                                                         ||   - Pad (size_divisor=32)                  ||   - Pad (size_divisor=32)                  |
||                            ||                          || - Normalize                                                                        ||                                            ||                                            |
||                            ||                          || - Pad (size_divisor=1)                                                             ||                                            ||                                            |
+-----------------------------+---------------------------+-------------------------------------------------------------------------------------+---------------------------------------------+---------------------------------------------+
|| Instance-segmentation      || Convnext_maskrcnn        || - Resize (img_scale=1024)                                                          || - Resize (img_scale=1024)                  || - MultiScaleFlipAug (img_scale=1024)       |
||                            || Efficientnetb2b_maskrcnn || - RandomFlip (flip_prob=0.5)                                                       || - MultiScaleFlipAug                        ||   - Resize                                 |
||                            || Resnet50_maskrcnn        || - Normalize                                                                        ||   - RandomFlip (flip_prob=0.5)             ||   - RandomFlip (flip_prob=0.5)             |
||                            ||                          || - Pad (size_divisor=32)                                                            ||   - Normalize                              ||   - Normalize                              |
||                            ||                          ||                                                                                    ||   - Pad (size_divisor=32)                  ||   - Pad (size_divisor=32)                  |
+-----------------------------+---------------------------+-------------------------------------------------------------------------------------+---------------------------------------------+---------------------------------------------+
||                            || Maskrcnn_swin_t          || - Resize (img_scale=1344)                                                          || - Resize (img_scale=1344)                  || - Resize (img_scale=1344)                  |
||                            ||                          || - RandomFlip (flip_prob=0.5)                                                       || - MultiScaleFlipAug                        || - MultiScaleFlipAug                        |
||                            ||                          || - Normalize                                                                        ||   - RandomFlip (flip_prob=0.5)             ||   - RandomFlip (flip_prob=0.5)             |
||                            ||                          || - Pad (size_divisor=32)                                                            ||   - Normalize                              ||   - Normalize                              |
||                            ||                          || - Pad (size_divisor=32)                                                            ||   - Pad (size_divisor=32)                  ||                                            |
+-----------------------------+---------------------------+-------------------------------------------------------------------------------------+---------------------------------------------+---------------------------------------------+
|| Segmentation               || Segnext_b                || - Resize (img_scale=544)                                                           || - Resize (img_scale=544)                   || - Resize (img_scale=544)                   |
||                            || Segnext_s                || - RandomCrop (crop_size=512, cat_max_ratio=0.75)                                   || - MultiScaleFlipAug                        || - MultiScaleFlipAug                        |
||                            || Segnext_t                || - RandomFlip (flip_prob=0.5, direction="horizontal")                               ||   - RandomFlip                             ||   - RandomFlip                             |
||                            || Lite_hrnet_18            || - Normalize                                                                        ||   - Normalize                              ||   - Normalize                              |
||                            || Lite_hrnet_18_mod2       || - Pad (size=512, pad_val=0, seg_pad_val=255)                                       ||                                            ||                                            |
||                            || Lite_hrnet_s_mod2        ||                                                                                    ||                                            ||                                            |
||                            || Lite_hrnet_x_mod3        ||                                                                                    ||                                            ||                                            |
+-----------------------------+---------------------------+-------------------------------------------------------------------------------------+---------------------------------------------+---------------------------------------------+