# Transform config # ----------------------- YOLOv5-Style Transform ----------------------- yolov5_x_trans_config = { 'aug_type': 'yolov5', # Basic Augment 'degrees': 0.0, 'translate': 0.2, 'scale': [0.1, 2.0], 'shear': 0.0, 'perspective': 0.0, 'hsv_h': 0.015, 'hsv_s': 0.7, 'hsv_v': 0.4, 'use_ablu': True, # Mosaic & Mixup 'mosaic_prob': 1.0, 'mixup_prob': 0.2, 'mosaic_type': 'yolov5_mosaic', 'mixup_type': 'yolov5_mixup', 'mosaic_keep_ratio': True, 'mixup_scale': [0.5, 1.5] # "mixup_scale" is not used for YOLOv5MixUp } yolov5_l_trans_config = { 'aug_type': 'yolov5', # Basic Augment 'degrees': 0.0, 'translate': 0.2, 'scale': [0.1, 2.0], 'shear': 0.0, 'perspective': 0.0, 'hsv_h': 0.015, 'hsv_s': 0.7, 'hsv_v': 0.4, 'use_ablu': True, # Mosaic & Mixup 'mosaic_prob': 1.0, 'mixup_prob': 0.15, 'mosaic_type': 'yolov5_mosaic', 'mixup_type': 'yolov5_mixup', 'mosaic_keep_ratio': True, 'mixup_scale': [0.5, 1.5] # "mixup_scale" is not used for YOLOv5MixUp } yolov5_m_trans_config = { 'aug_type': 'yolov5', # Basic Augment 'degrees': 0.0, 'translate': 0.2, 'scale': [0.1, 2.0], 'shear': 0.0, 'perspective': 0.0, 'hsv_h': 0.015, 'hsv_s': 0.7, 'hsv_v': 0.4, 'use_ablu': True, # Mosaic & Mixup 'mosaic_prob': 1.0, 'mixup_prob': 0.10, 'mosaic_type': 'yolov5_mosaic', 'mixup_type': 'yolov5_mixup', 'mosaic_keep_ratio': True, 'mixup_scale': [0.5, 1.5] # "mixup_scale" is not used for YOLOv5MixUp } yolov5_s_trans_config = { 'aug_type': 'yolov5', # Basic Augment 'degrees': 0.0, 'translate': 0.2, 'scale': [0.1, 2.0], 'shear': 0.0, 'perspective': 0.0, 'hsv_h': 0.015, 'hsv_s': 0.7, 'hsv_v': 0.4, 'use_ablu': True, # Mosaic & Mixup 'mosaic_prob': 1.0, 'mixup_prob': 0.0, 'mosaic_type': 'yolov5_mosaic', 'mixup_type': 'yolov5_mixup', 'mosaic_keep_ratio': True, 'mixup_scale': [0.5, 1.5] # "mixup_scale" is not used for YOLOv5MixUp } yolov5_n_trans_config = { 'aug_type': 'yolov5', # Basic Augment 'degrees': 0.0, 'translate': 0.1, 'scale': [0.5, 1.5], 'shear': 0.0, 'perspective': 0.0, 'hsv_h': 0.015, 'hsv_s': 0.7, 'hsv_v': 0.4, 'use_ablu': True, # Mosaic & Mixup 'mosaic_prob': 1.0, 'mixup_prob': 0.0, 'mosaic_type': 'yolov5_mosaic', 'mixup_type': 'yolov5_mixup', 'mosaic_keep_ratio': True, 'mixup_scale': [0.5, 1.5] # "mixup_scale" is not used for YOLOv5MixUp } yolov5_p_trans_config = { 'aug_type': 'yolov5', # Basic Augment 'degrees': 0.0, 'translate': 0.1, 'scale': [0.5, 1.5], 'shear': 0.0, 'perspective': 0.0, 'hsv_h': 0.015, 'hsv_s': 0.7, 'hsv_v': 0.4, 'use_ablu': True, # Mosaic & Mixup 'mosaic_prob': 0.5, 'mixup_prob': 0.0, 'mosaic_type': 'yolov5_mosaic', 'mixup_type': 'yolov5_mixup', 'mosaic_keep_ratio': True, 'mixup_scale': [0.5, 1.5] # "mixup_scale" is not used for YOLOv5MixUp } # ----------------------- YOLOX-Style Transform ----------------------- yolox_x_trans_config = { 'aug_type': 'yolov5', # Basic Augment 'degrees': 10.0, 'translate': 0.1, 'scale': [0.1, 2.0], 'shear': 2.0, 'perspective': 0.0, 'hsv_h': 0.015, 'hsv_s': 0.7, 'hsv_v': 0.4, 'use_ablu': False, # Mosaic & Mixup 'mosaic_prob': 1.0, 'mixup_prob': 1.0, 'mosaic_type': 'yolov5_mosaic', 'mixup_type': 'yolox_mixup', 'mosaic_keep_ratio': True, 'mixup_scale': [0.5, 1.5] } yolox_l_trans_config = { 'aug_type': 'yolov5', # Basic Augment 'degrees': 10.0, 'translate': 0.1, 'scale': [0.1, 2.0], 'shear': 2.0, 'perspective': 0.0, 'hsv_h': 0.015, 'hsv_s': 0.7, 'hsv_v': 0.4, 'use_ablu': False, # Mosaic & Mixup 'mosaic_prob': 1.0, 'mixup_prob': 1.0, 'mosaic_type': 'yolov5_mosaic', 'mixup_type': 'yolox_mixup', 'mosaic_keep_ratio': True, 'mixup_scale': [0.5, 1.5] # "mixup_scale" is not used for YOLOv5MixUp } yolox_m_trans_config = { 'aug_type': 'yolov5', # Basic Augment 'degrees': 10.0, 'translate': 0.1, 'scale': [0.1, 2.0], 'shear': 2.0, 'perspective': 0.0, 'hsv_h': 0.015, 'hsv_s': 0.7, 'hsv_v': 0.4, 'use_ablu': False, # Mosaic & Mixup 'mosaic_prob': 1.0, 'mixup_prob': 1.0, 'mosaic_type': 'yolov5_mosaic', 'mixup_type': 'yolox_mixup', 'mosaic_keep_ratio': True, 'mixup_scale': [0.5, 1.5] # "mixup_scale" is not used for YOLOv5MixUp } yolox_s_trans_config = { 'aug_type': 'yolov5', # Basic Augment 'degrees': 10.0, 'translate': 0.1, 'scale': [0.1, 2.0], 'shear': 2.0, 'perspective': 0.0, 'hsv_h': 0.015, 'hsv_s': 0.7, 'hsv_v': 0.4, 'use_ablu': False, # Mosaic & Mixup 'mosaic_prob': 1.0, 'mixup_prob': 1.0, 'mosaic_type': 'yolov5_mosaic', 'mixup_type': 'yolox_mixup', 'mosaic_keep_ratio': True, 'mixup_scale': [0.5, 1.5] # "mixup_scale" is not used for YOLOv5MixUp } yolox_n_trans_config = { 'aug_type': 'yolov5', # Basic Augment 'degrees': 10.0, 'translate': 0.1, 'scale': [0.5, 1.5], 'shear': 2.0, 'perspective': 0.0, 'hsv_h': 0.015, 'hsv_s': 0.7, 'hsv_v': 0.4, 'use_ablu': False, # Mosaic & Mixup 'mosaic_prob': 1.0, 'mixup_prob': 0.5, 'mosaic_type': 'yolov5_mosaic', 'mixup_type': 'yolox_mixup', 'mosaic_keep_ratio': True, 'mixup_scale': [0.5, 1.5] # "mixup_scale" is not used for YOLOv5MixUp } yolox_p_trans_config = { 'aug_type': 'yolov5', # Basic Augment 'degrees': 10.0, 'translate': 0.1, 'scale': [0.5, 1.5], 'shear': 2.0, 'perspective': 0.0, 'hsv_h': 0.015, 'hsv_s': 0.7, 'hsv_v': 0.4, 'use_ablu': False, # Mosaic & Mixup 'mosaic_prob': 0.5, 'mixup_prob': 0.0, 'mosaic_type': 'yolov5_mosaic', 'mixup_type': 'yolox_mixup', 'mosaic_keep_ratio': True, 'mixup_scale': [0.5, 1.5] # "mixup_scale" is not used for YOLOv5MixUp } # ----------------------- SSD-Style Transform ----------------------- ssd_trans_config = { 'aug_type': 'ssd', 'use_ablu': False, # Mosaic & Mixup are not used for SSD-style augmentation 'mosaic_prob': 0., 'mixup_prob': 0., 'mosaic_type': 'yolov5_mosaic', 'mixup_type': 'yolov5_mixup', 'mosaic_keep_ratio': False, 'mixup_scale': [0.5, 1.5] } # ----------------------- SSD-Style Transform ----------------------- rtdetr_base_trans_config = { 'aug_type': 'rtdetr', 'use_ablu': False, 'pixel_mean': [123.675, 116.28, 103.53], # IN-1K statistics 'pixel_std': [58.395, 57.12, 57.375], # IN-1K statistics # Mosaic & Mixup are not used for RT_DETR-style augmentation 'mosaic_prob': 0., 'mixup_prob': 0., 'mosaic_type': 'yolov5_mosaic', 'mixup_type': 'yolov5_mixup', 'mosaic_keep_ratio': False, 'mixup_scale': [0.5, 1.5] } rtdetr_l_trans_config = { 'aug_type': 'rtdetr', 'use_ablu': False, 'pixel_mean': [0., 0., 0.], 'pixel_std': [255., 255., 255.], # Mosaic & Mixup are not used for RT_DETR-style augmentation 'mosaic_prob': 0., 'mixup_prob': 0., 'mosaic_type': 'yolov5_mosaic', 'mixup_type': 'yolov5_mixup', 'mosaic_keep_ratio': False, 'mixup_scale': [0.5, 1.5] } rtdetr_x_trans_config = { 'aug_type': 'rtdetr', 'use_ablu': False, 'pixel_mean': [0., 0., 0.], 'pixel_std': [255., 255., 255.], # Mosaic & Mixup are not used for RT_DETR-style augmentation 'mosaic_prob': 0., 'mixup_prob': 0., 'mosaic_type': 'yolov5_mosaic', 'mixup_type': 'yolov5_mixup', 'mosaic_keep_ratio': False, 'mixup_scale': [0.5, 1.5] }