transform_config.py 6.9 KB

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  1. # Transform config
  2. # ----------------------- SSD-Style Transform -----------------------
  3. ssd_trans_config = {
  4. 'aug_type': 'ssd',
  5. 'use_ablu': False,
  6. # Mosaic & Mixup are not used for SSD-style augmentation
  7. 'mosaic_prob': 0.0,
  8. 'mixup_prob': 0.0,
  9. 'mosaic_type': 'yolov5',
  10. 'mixup_type': 'yolov5',
  11. 'mixup_scale': [0.5, 1.5] # "mixup_scale" is not used for YOLOv5MixUp, just for YOLOXMixup
  12. }
  13. # ----------------------- YOLOv5-Style Transform -----------------------
  14. yolo_x_trans_config = {
  15. 'aug_type': 'yolo',
  16. 'use_ablu': True,
  17. # Basic Augment
  18. 'affine_params': {
  19. 'degrees': 0.0,
  20. 'translate': 0.1,
  21. 'scale': [0.1, 2.0],
  22. 'shear': 0.0,
  23. 'perspective': 0.0,
  24. 'hsv_h': 0.015,
  25. 'hsv_s': 0.7,
  26. 'hsv_v': 0.4,
  27. },
  28. # Mosaic & Mixup
  29. 'mosaic_prob': 1.0,
  30. 'mixup_prob': 0.2,
  31. 'mosaic_type': 'yolov5',
  32. 'mixup_type': 'yolov5',
  33. 'mixup_scale': [0.5, 1.5] # "mixup_scale" is not used for YOLOv5MixUp, just for YOLOXMixup
  34. }
  35. yolo_l_trans_config = {
  36. 'aug_type': 'yolo',
  37. 'use_ablu': True,
  38. # Basic Augment
  39. 'affine_params': {
  40. 'degrees': 0.0,
  41. 'translate': 0.1,
  42. 'scale': [0.1, 2.0],
  43. 'shear': 0.0,
  44. 'perspective': 0.0,
  45. 'hsv_h': 0.015,
  46. 'hsv_s': 0.7,
  47. 'hsv_v': 0.4,
  48. },
  49. # Mosaic & Mixup
  50. 'mosaic_prob': 1.0,
  51. 'mixup_prob': 0.15,
  52. 'mosaic_type': 'yolov5',
  53. 'mixup_type': 'yolov5',
  54. 'mixup_scale': [0.5, 1.5] # "mixup_scale" is not used for YOLOv5MixUp, just for YOLOXMixup
  55. }
  56. yolo_m_trans_config = {
  57. 'aug_type': 'yolo',
  58. 'use_ablu': True,
  59. # Basic Augment
  60. 'affine_params': {
  61. 'degrees': 0.0,
  62. 'translate': 0.1,
  63. 'scale': [0.1, 2.0],
  64. 'shear': 0.0,
  65. 'perspective': 0.0,
  66. 'hsv_h': 0.015,
  67. 'hsv_s': 0.7,
  68. 'hsv_v': 0.4,
  69. },
  70. # Mosaic & Mixup
  71. 'mosaic_prob': 1.0,
  72. 'mixup_prob': 0.10,
  73. 'mosaic_type': 'yolov5',
  74. 'mixup_type': 'yolov5',
  75. 'mixup_scale': [0.5, 1.5] # "mixup_scale" is not used for YOLOv5MixUp, just for YOLOXMixup
  76. }
  77. yolo_s_trans_config = {
  78. 'aug_type': 'yolo',
  79. 'use_ablu': True,
  80. # Basic Augment
  81. 'affine_params': {
  82. 'degrees': 0.0,
  83. 'translate': 0.1,
  84. 'scale': [0.5, 1.5],
  85. 'shear': 0.0,
  86. 'perspective': 0.0,
  87. 'hsv_h': 0.015,
  88. 'hsv_s': 0.7,
  89. 'hsv_v': 0.4,
  90. },
  91. # Mosaic & Mixup
  92. 'mosaic_prob': 1.0,
  93. 'mixup_prob': 0.0,
  94. 'mosaic_type': 'yolov5',
  95. 'mixup_type': 'yolov5',
  96. 'mixup_scale': [0.5, 1.5] # "mixup_scale" is not used for YOLOv5MixUp, just for YOLOXMixup
  97. }
  98. yolo_n_trans_config = {
  99. 'aug_type': 'yolo',
  100. 'use_ablu': True,
  101. # Basic Augment
  102. 'affine_params': {
  103. 'degrees': 0.0,
  104. 'translate': 0.1,
  105. 'scale': [0.5, 1.5],
  106. 'shear': 0.0,
  107. 'perspective': 0.0,
  108. 'hsv_h': 0.015,
  109. 'hsv_s': 0.7,
  110. 'hsv_v': 0.4,
  111. },
  112. # Mosaic & Mixup
  113. 'mosaic_prob': 1.0,
  114. 'mixup_prob': 0.0,
  115. 'mosaic_type': 'yolov5',
  116. 'mixup_type': 'yolov5',
  117. 'mixup_scale': [0.5, 1.5] # "mixup_scale" is not used for YOLOv5MixUp, just for YOLOXMixup
  118. }
  119. yolo_p_trans_config = {
  120. 'aug_type': 'yolo',
  121. 'use_ablu': True,
  122. # Basic Augment
  123. 'affine_params': {
  124. 'degrees': 0.0,
  125. 'translate': 0.1,
  126. 'scale': [0.5, 1.5],
  127. 'shear': 0.0,
  128. 'perspective': 0.0,
  129. 'hsv_h': 0.015,
  130. 'hsv_s': 0.7,
  131. 'hsv_v': 0.4,
  132. },
  133. # Mosaic & Mixup
  134. 'mosaic_prob': 0.5,
  135. 'mixup_prob': 0.0,
  136. 'mosaic_type': 'yolov5',
  137. 'mixup_type': 'yolov5',
  138. 'mixup_scale': [0.5, 1.5] # "mixup_scale" is not used for YOLOv5MixUp, just for YOLOXMixup
  139. }
  140. # ----------------------- YOLOX-Style Transform -----------------------
  141. yolox_x_trans_config = {
  142. 'aug_type': 'yolo',
  143. 'use_ablu': False,
  144. # Basic Augment
  145. 'affine_params': {
  146. 'degrees': 10.0,
  147. 'translate': 0.1,
  148. 'scale': [0.1, 2.0],
  149. 'shear': 2.0,
  150. 'perspective': 0.0,
  151. 'hsv_h': 0.015,
  152. 'hsv_s': 0.7,
  153. 'hsv_v': 0.4,
  154. },
  155. # Mosaic & Mixup
  156. 'mosaic_prob': 1.0,
  157. 'mixup_prob': 1.0,
  158. 'mosaic_type': 'yolov5',
  159. 'mixup_type': 'yolox',
  160. 'mixup_scale': [0.5, 1.5] # "mixup_scale" is not used for YOLOv5MixUp, just for YOLOXMixup
  161. }
  162. yolox_l_trans_config = {
  163. 'aug_type': 'yolo',
  164. 'use_ablu': False,
  165. # Basic Augment
  166. 'affine_params': {
  167. 'degrees': 10.0,
  168. 'translate': 0.1,
  169. 'scale': [0.1, 2.0],
  170. 'shear': 2.0,
  171. 'perspective': 0.0,
  172. 'hsv_h': 0.015,
  173. 'hsv_s': 0.7,
  174. 'hsv_v': 0.4,
  175. },
  176. # Mosaic & Mixup
  177. 'mosaic_prob': 1.0,
  178. 'mixup_prob': 1.0,
  179. 'mosaic_type': 'yolov5',
  180. 'mixup_type': 'yolox',
  181. 'mixup_scale': [0.5, 1.5] # "mixup_scale" is not used for YOLOv5MixUp, just for YOLOXMixup
  182. }
  183. yolox_m_trans_config = {
  184. 'aug_type': 'yolo',
  185. 'use_ablu': False,
  186. # Basic Augment
  187. 'affine_params': {
  188. 'degrees': 10.0,
  189. 'translate': 0.1,
  190. 'scale': [0.1, 2.0],
  191. 'shear': 2.0,
  192. 'perspective': 0.0,
  193. 'hsv_h': 0.015,
  194. 'hsv_s': 0.7,
  195. 'hsv_v': 0.4,
  196. },
  197. # Mosaic & Mixup
  198. 'mosaic_prob': 1.0,
  199. 'mixup_prob': 1.0,
  200. 'mosaic_type': 'yolov5',
  201. 'mixup_type': 'yolox',
  202. 'mixup_scale': [0.5, 1.5] # "mixup_scale" is not used for YOLOv5MixUp, just for YOLOXMixup
  203. }
  204. yolox_s_trans_config = {
  205. 'aug_type': 'yolo',
  206. 'use_ablu': False,
  207. # Basic Augment
  208. 'affine_params': {
  209. 'degrees': 10.0,
  210. 'translate': 0.1,
  211. 'scale': [0.1, 2.0],
  212. 'shear': 2.0,
  213. 'perspective': 0.0,
  214. 'hsv_h': 0.015,
  215. 'hsv_s': 0.7,
  216. 'hsv_v': 0.4,
  217. },
  218. # Mosaic & Mixup
  219. 'mosaic_prob': 1.0,
  220. 'mixup_prob': 1.0,
  221. 'mosaic_type': 'yolov5',
  222. 'mixup_type': 'yolox',
  223. 'mixup_scale': [0.5, 1.5] # "mixup_scale" is not used for YOLOv5MixUp, just for YOLOXMixup
  224. }
  225. yolox_n_trans_config = {
  226. 'aug_type': 'yolo',
  227. 'use_ablu': False,
  228. # Basic Augment
  229. 'affine_params': {
  230. 'degrees': 10.0,
  231. 'translate': 0.1,
  232. 'scale': [0.1, 2.0],
  233. 'shear': 2.0,
  234. 'perspective': 0.0,
  235. 'hsv_h': 0.015,
  236. 'hsv_s': 0.7,
  237. 'hsv_v': 0.4,
  238. },
  239. # Mosaic & Mixup
  240. 'mosaic_prob': 1.0,
  241. 'mixup_prob': 0.5,
  242. 'mosaic_type': 'yolov5',
  243. 'mixup_type': 'yolox',
  244. 'mixup_scale': [0.5, 1.5] # "mixup_scale" is not used for YOLOv5MixUp, just for YOLOXMixup
  245. }
  246. yolox_p_trans_config = {
  247. 'aug_type': 'yolo',
  248. 'use_ablu': False,
  249. # Basic Augment
  250. 'affine_params': {
  251. 'degrees': 10.0,
  252. 'translate': 0.1,
  253. 'scale': [0.1, 2.0],
  254. 'shear': 2.0,
  255. 'perspective': 0.0,
  256. 'hsv_h': 0.015,
  257. 'hsv_s': 0.7,
  258. 'hsv_v': 0.4,
  259. },
  260. # Mosaic & Mixup
  261. 'mosaic_prob': 0.5,
  262. 'mixup_prob': 0.0,
  263. 'mosaic_type': 'yolov5',
  264. 'mixup_type': 'yolox',
  265. 'mixup_scale': [0.5, 1.5] # "mixup_scale" is not used for YOLOv5MixUp, just for YOLOXMixup
  266. }