目录
搭建
1、下载代码
tensorflow-yolov3
2、安装依赖库
pip install -r ./docs/requirements.txt
3、导出COCO权重解压到checkpoint文件夹内
Exporting loaded COCO weights as TF checkpoint(yolov3_coco.ckpt
python convert_weight.py
python freeze_graph.py
4、测试
1. 2019-12-25 15:05:02.766745: I 2. => yolov3/darknet-53/Conv/weights (3, 3, 3, 32) 3. => yolov3/darknet-53/Conv/BatchNorm/gamma (32,) 4. => yolov3/darknet-53/Conv/BatchNorm/beta (32,) 5. => yolov3/darknet-53/Conv/BatchNorm/moving_mean (32,) 6. => yolov3/darknet-53/Conv/BatchNorm/moving_variance (32,) 7. => yolov3/darknet-53/Conv_1/weights (3, 3, 32, 64) 8. => yolov3/darknet-53/Conv_1/BatchNorm/gamma (64,) 9. => yolov3/darknet-53/Conv_1/BatchNorm/beta (64,) 10. => yolov3/darknet-53/Conv_1/BatchNorm/moving_mean (64,) 11. => yolov3/darknet-53/Conv_1/BatchNorm/moving_variance (64,) 12. => yolov3/darknet-53/Conv_2/weights (1, 1, 64, 32) 13. => yolov3/darknet-53/Conv_2/BatchNorm/gamma (32,) 14. => yolov3/darknet-53/Conv_2/BatchNorm/beta (32,) 15. => yolov3/darknet-53/Conv_2/BatchNorm/moving_mean (32,) 16. => yolov3/darknet-53/Conv_2/BatchNorm/moving_variance (32,) 17. => yolov3/darknet-53/Conv_3/weights (3, 3, 32, 64) 18. => yolov3/darknet-53/Conv_3/BatchNorm/gamma (64,) 19. => yolov3/darknet-53/Conv_3/BatchNorm/beta (64,) 20. => yolov3/darknet-53/Conv_3/BatchNorm/moving_mean (64,) 21. => yolov3/darknet-53/Conv_3/BatchNorm/moving_variance (64,) 22. => yolov3/darknet-53/Conv_4/weights (3, 3, 64, 128) 23. => yolov3/darknet-53/Conv_4/BatchNorm/gamma (128,) 24. => yolov3/darknet-53/Conv_4/BatchNorm/beta (128,) 25. => yolov3/darknet-53/Conv_4/BatchNorm/moving_mean (128,) 26. => yolov3/darknet-53/Conv_4/BatchNorm/moving_variance (128,) 27. => yolov3/darknet-53/Conv_5/weights (1, 1, 128, 64) 28. => yolov3/darknet-53/Conv_5/BatchNorm/gamma (64,) 29. => yolov3/darknet-53/Conv_5/BatchNorm/beta (64,) 30. => yolov3/darknet-53/Conv_5/BatchNorm/moving_mean (64,) 31. => yolov3/darknet-53/Conv_5/BatchNorm/moving_variance (64,) 32. => yolov3/darknet-53/Conv_6/weights (3, 3, 64, 128) 33. => yolov3/darknet-53/Conv_6/BatchNorm/gamma (128,) 34. => yolov3/darknet-53/Conv_6/BatchNorm/beta (128,) 35. => yolov3/darknet-53/Conv_6/BatchNorm/moving_mean (128,) 36. => yolov3/darknet-53/Conv_6/BatchNorm/moving_variance (128,) 37. => yolov3/darknet-53/Conv_7/weights (1, 1, 128, 64) 38. => yolov3/darknet-53/Conv_7/BatchNorm/gamma (64,) 39. => yolov3/darknet-53/Conv_7/BatchNorm/beta (64,) 40. => yolov3/darknet-53/Conv_7/BatchNorm/moving_mean (64,) 41. => yolov3/darknet-53/Conv_7/BatchNorm/moving_variance (64,) 42. => yolov3/darknet-53/Conv_8/weights (3, 3, 64, 128) 43. => yolov3/darknet-53/Conv_8/BatchNorm/gamma (128,) 44. => yolov3/darknet-53/Conv_8/BatchNorm/beta (128,) 45. => yolov3/darknet-53/Conv_8/BatchNorm/moving_mean (128,) 46. => yolov3/darknet-53/Conv_8/BatchNorm/moving_variance (128,) 47. => yolov3/darknet-53/Conv_9/weights (3, 3, 128, 256) 48. => yolov3/darknet-53/Conv_9/BatchNorm/gamma (256,) 49. => yolov3/darknet-53/Conv_9/BatchNorm/beta (256,) 50. => yolov3/darknet-53/Conv_9/BatchNorm/moving_mean (256,) 51. => yolov3/darknet-53/Conv_9/BatchNorm/moving_variance (256,) 52. => yolov3/darknet-53/Conv_10/weights (1, 1, 256, 128) 53. => yolov3/darknet-53/Conv_10/BatchNorm/gamma (128,) 54. => yolov3/darknet-53/Conv_10/BatchNorm/beta (128,) 55. => yolov3/darknet-53/Conv_10/BatchNorm/moving_mean (128,) 56. => yolov3/darknet-53/Conv_10/BatchNorm/moving_variance (128,) 57. => yolov3/darknet-53/Conv_11/weights (3, 3, 128, 256) 58. => yolov3/darknet-53/Conv_11/BatchNorm/gamma (256,) 59. => yolov3/darknet-53/Conv_11/BatchNorm/beta (256,) 60. => yolov3/darknet-53/Conv_11/BatchNorm/moving_mean (256,) 61. => yolov3/darknet-53/Conv_11/BatchNorm/moving_variance (256,) 62. => yolov3/darknet-53/Conv_12/weights (1, 1, 256, 128) 63. => yolov3/darknet-53/Conv_12/BatchNorm/gamma (128,) 64. => yolov3/darknet-53/Conv_12/BatchNorm/beta (128,) 65. => yolov3/darknet-53/Conv_12/BatchNorm/moving_mean (128,) 66. => yolov3/darknet-53/Conv_12/BatchNorm/moving_variance (128,) 67. => yolov3/darknet-53/Conv_13/weights (3, 3, 128, 256) 68. => yolov3/darknet-53/Conv_13/BatchNorm/gamma (256,) 69. => yolov3/darknet-53/Conv_13/BatchNorm/beta (256,) 70. => yolov3/darknet-53/Conv_13/BatchNorm/moving_mean (256,) 71. => yolov3/darknet-53/Conv_13/BatchNorm/moving_variance (256,) 72. => yolov3/darknet-53/Conv_14/weights (1, 1, 256, 128) 73. => yolov3/darknet-53/Conv_14/BatchNorm/gamma (128,) 74. => yolov3/darknet-53/Conv_14/BatchNorm/beta (128,) 75. => yolov3/darknet-53/Conv_14/BatchNorm/moving_mean (128,) 76. => yolov3/darknet-53/Conv_14/BatchNorm/moving_variance (128,) 77. => yolov3/darknet-53/Conv_15/weights (3, 3, 128, 256) 78. => yolov3/darknet-53/Conv_15/BatchNorm/gamma (256,) 79. => yolov3/darknet-53/Conv_15/BatchNorm/beta (256,) 80. => yolov3/darknet-53/Conv_15/BatchNorm/moving_mean (256,) 81. => yolov3/darknet-53/Conv_15/BatchNorm/moving_variance (256,) 82. => yolov3/darknet-53/Conv_16/weights (1, 1, 256, 128) 83. => yolov3/darknet-53/Conv_16/BatchNorm/gamma (128,) 84. => yolov3/darknet-53/Conv_16/BatchNorm/beta (128,) 85. => yolov3/darknet-53/Conv_16/BatchNorm/moving_mean (128,) 86. => yolov3/darknet-53/Conv_16/BatchNorm/moving_variance (128,) 87. => yolov3/darknet-53/Conv_17/weights (3, 3, 128, 256) 88. => yolov3/darknet-53/Conv_17/BatchNorm/gamma (256,) 89. => yolov3/darknet-53/Conv_17/BatchNorm/beta (256,) 90. => yolov3/darknet-53/Conv_17/BatchNorm/moving_mean (256,) 91. => yolov3/darknet-53/Conv_17/BatchNorm/moving_variance (256,) 92. => yolov3/darknet-53/Conv_18/weights (1, 1, 256, 128) 93. => yolov3/darknet-53/Conv_18/BatchNorm/gamma (128,) 94. => yolov3/darknet-53/Conv_18/BatchNorm/beta (128,) 95. => yolov3/darknet-53/Conv_18/BatchNorm/moving_mean (128,) 96. => yolov3/darknet-53/Conv_18/BatchNorm/moving_variance (128,) 97. => yolov3/darknet-53/Conv_19/weights (3, 3, 128, 256) 98. => yolov3/darknet-53/Conv_19/BatchNorm/gamma (256,) 99. => yolov3/darknet-53/Conv_19/BatchNorm/beta (256,) 100. => yolov3/darknet-53/Conv_19/BatchNorm/moving_mean (256,) 101. => yolov3/darknet-53/Conv_19/BatchNorm/moving_variance (256,) 102. => yolov3/darknet-53/Conv_20/weights (1, 1, 256, 128) 103. => yolov3/darknet-53/Conv_20/BatchNorm/gamma (128,) 104. => yolov3/darknet-53/Conv_20/BatchNorm/beta (128,) 105. => yolov3/darknet-53/Conv_20/BatchNorm/moving_mean (128,) 106. => yolov3/darknet-53/Conv_20/BatchNorm/moving_variance (128,) 107. => yolov3/darknet-53/Conv_21/weights (3, 3, 128, 256) 108. => yolov3/darknet-53/Conv_21/BatchNorm/gamma (256,) 109. => yolov3/darknet-53/Conv_21/BatchNorm/beta (256,) 110. => yolov3/darknet-53/Conv_21/BatchNorm/moving_mean (256,) 111. => yolov3/darknet-53/Conv_21/BatchNorm/moving_variance (256,) 112. => yolov3/darknet-53/Conv_22/weights (1, 1, 256, 128) 113. => yolov3/darknet-53/Conv_22/BatchNorm/gamma (128,) 114. => yolov3/darknet-53/Conv_22/BatchNorm/beta (128,) 115. => yolov3/darknet-53/Conv_22/BatchNorm/moving_mean (128,) 116. => yolov3/darknet-53/Conv_22/BatchNorm/moving_variance (128,) 117. => yolov3/darknet-53/Conv_23/weights (3, 3, 128, 256) 118. => yolov3/darknet-53/Conv_23/BatchNorm/gamma (256,) 119. => yolov3/darknet-53/Conv_23/BatchNorm/beta (256,) 120. => yolov3/darknet-53/Conv_23/BatchNorm/moving_mean (256,) 121. => yolov3/darknet-53/Conv_23/BatchNorm/moving_variance (256,) 122. => yolov3/darknet-53/Conv_24/weights (1, 1, 256, 128) 123. => yolov3/darknet-53/Conv_24/BatchNorm/gamma (128,) 124. => yolov3/darknet-53/Conv_24/BatchNorm/beta (128,) 125. => yolov3/darknet-53/Conv_24/BatchNorm/moving_mean (128,) 126. => yolov3/darknet-53/Conv_24/BatchNorm/moving_variance (128,) 127. => yolov3/darknet-53/Conv_25/weights (3, 3, 128, 256) 128. => yolov3/darknet-53/Conv_25/BatchNorm/gamma (256,) 129. => yolov3/darknet-53/Conv_25/BatchNorm/beta (256,) 130. => yolov3/darknet-53/Conv_25/BatchNorm/moving_mean (256,) 131. => yolov3/darknet-53/Conv_25/BatchNorm/moving_variance (256,) 132. => yolov3/darknet-53/Conv_26/weights (3, 3, 256, 512) 133. => yolov3/darknet-53/Conv_26/BatchNorm/gamma (512,) 134. => yolov3/darknet-53/Conv_26/BatchNorm/beta (512,) 135. => yolov3/darknet-53/Conv_26/BatchNorm/moving_mean (512,) 136. => yolov3/darknet-53/Conv_26/BatchNorm/moving_variance (512,) 137. => yolov3/darknet-53/Conv_27/weights (1, 1, 512, 256) 138. => yolov3/darknet-53/Conv_27/BatchNorm/gamma (256,) 139. => yolov3/darknet-53/Conv_27/BatchNorm/beta (256,) 140. => yolov3/darknet-53/Conv_27/BatchNorm/moving_mean (256,) 141. => yolov3/darknet-53/Conv_27/BatchNorm/moving_variance (256,) 142. => yolov3/darknet-53/Conv_28/weights (3, 3, 256, 512) 143. => yolov3/darknet-53/Conv_28/BatchNorm/gamma (512,) 144. => yolov3/darknet-53/Conv_28/BatchNorm/beta (512,) 145. => yolov3/darknet-53/Conv_28/BatchNorm/moving_mean (512,) 146. => yolov3/darknet-53/Conv_28/BatchNorm/moving_variance (512,) 147. => yolov3/darknet-53/Conv_29/weights (1, 1, 512, 256) 148. => yolov3/darknet-53/Conv_29/BatchNorm/gamma (256,) 149. => yolov3/darknet-53/Conv_29/BatchNorm/beta (256,) 150. => yolov3/darknet-53/Conv_29/BatchNorm/moving_mean (256,) 151. => yolov3/darknet-53/Conv_29/BatchNorm/moving_variance (256,) 152. => yolov3/darknet-53/Conv_30/weights (3, 3, 256, 512) 153. => yolov3/darknet-53/Conv_30/BatchNorm/gamma (512,) 154. => yolov3/darknet-53/Conv_30/BatchNorm/beta (512,) 155. => yolov3/darknet-53/Conv_30/BatchNorm/moving_mean (512,) 156. => yolov3/darknet-53/Conv_30/BatchNorm/moving_variance (512,) 157. => yolov3/darknet-53/Conv_31/weights (1, 1, 512, 256) 158. => yolov3/darknet-53/Conv_31/BatchNorm/gamma (256,) 159. => yolov3/darknet-53/Conv_31/BatchNorm/beta (256,) 160. => yolov3/darknet-53/Conv_31/BatchNorm/moving_mean (256,) 161. => yolov3/darknet-53/Conv_31/BatchNorm/moving_variance (256,) 162. => yolov3/darknet-53/Conv_32/weights (3, 3, 256, 512) 163. => yolov3/darknet-53/Conv_32/BatchNorm/gamma (512,) 164. => yolov3/darknet-53/Conv_32/BatchNorm/beta (512,) 165. => yolov3/darknet-53/Conv_32/BatchNorm/moving_mean (512,) 166. => yolov3/darknet-53/Conv_32/BatchNorm/moving_variance (512,) 167. => yolov3/darknet-53/Conv_33/weights (1, 1, 512, 256) 168. => yolov3/darknet-53/Conv_33/BatchNorm/gamma (256,) 169. => yolov3/darknet-53/Conv_33/BatchNorm/beta (256,) 170. => yolov3/darknet-53/Conv_33/BatchNorm/moving_mean (256,) 171. => yolov3/darknet-53/Conv_33/BatchNorm/moving_variance (256,) 172. => yolov3/darknet-53/Conv_34/weights (3, 3, 256, 512) 173. => yolov3/darknet-53/Conv_34/BatchNorm/gamma (512,) 174. => yolov3/darknet-53/Conv_34/BatchNorm/beta (512,) 175. => yolov3/darknet-53/Conv_34/BatchNorm/moving_mean (512,) 176. => yolov3/darknet-53/Conv_34/BatchNorm/moving_variance (512,) 177. => yolov3/darknet-53/Conv_35/weights (1, 1, 512, 256) 178. => yolov3/darknet-53/Conv_35/BatchNorm/gamma (256,) 179. => yolov3/darknet-53/Conv_35/BatchNorm/beta (256,) 180. => yolov3/darknet-53/Conv_35/BatchNorm/moving_mean (256,) 181. => yolov3/darknet-53/Conv_35/BatchNorm/moving_variance (256,) 182. => yolov3/darknet-53/Conv_36/weights (3, 3, 256, 512) 183. => yolov3/darknet-53/Conv_36/BatchNorm/gamma (512,) 184. => yolov3/darknet-53/Conv_36/BatchNorm/beta (512,) 185. => yolov3/darknet-53/Conv_36/BatchNorm/moving_mean (512,) 186. => yolov3/darknet-53/Conv_36/BatchNorm/moving_variance (512,) 187. => yolov3/darknet-53/Conv_37/weights (1, 1, 512, 256) 188. => yolov3/darknet-53/Conv_37/BatchNorm/gamma (256,) 189. => yolov3/darknet-53/Conv_37/BatchNorm/beta (256,) 190. => yolov3/darknet-53/Conv_37/BatchNorm/moving_mean (256,) 191. => yolov3/darknet-53/Conv_37/BatchNorm/moving_variance (256,) 192. => yolov3/darknet-53/Conv_38/weights (3, 3, 256, 512) 193. => yolov3/darknet-53/Conv_38/BatchNorm/gamma (512,) 194. => yolov3/darknet-53/Conv_38/BatchNorm/beta (512,) 195. => yolov3/darknet-53/Conv_38/BatchNorm/moving_mean (512,) 196. => yolov3/darknet-53/Conv_38/BatchNorm/moving_variance (512,) 197. => yolov3/darknet-53/Conv_39/weights (1, 1, 512, 256) 198. => yolov3/darknet-53/Conv_39/BatchNorm/gamma (256,) 199. => yolov3/darknet-53/Conv_39/BatchNorm/beta (256,) 200. => yolov3/darknet-53/Conv_39/BatchNorm/moving_mean (256,) 201. => yolov3/darknet-53/Conv_39/BatchNorm/moving_variance (256,) 202. => yolov3/darknet-53/Conv_40/weights (3, 3, 256, 512) 203. => yolov3/darknet-53/Conv_40/BatchNorm/gamma (512,) 204. => yolov3/darknet-53/Conv_40/BatchNorm/beta (512,) 205. => yolov3/darknet-53/Conv_40/BatchNorm/moving_mean (512,) 206. => yolov3/darknet-53/Conv_40/BatchNorm/moving_variance (512,) 207. => yolov3/darknet-53/Conv_41/weights (1, 1, 512, 256) 208. => yolov3/darknet-53/Conv_41/BatchNorm/gamma (256,) 209. => yolov3/darknet-53/Conv_41/BatchNorm/beta (256,) 210. => yolov3/darknet-53/Conv_41/BatchNorm/moving_mean (256,) 211. => yolov3/darknet-53/Conv_41/BatchNorm/moving_variance (256,) 212. => yolov3/darknet-53/Conv_42/weights (3, 3, 256, 512) 213. => yolov3/darknet-53/Conv_42/BatchNorm/gamma (512,) 214. => yolov3/darknet-53/Conv_42/BatchNorm/beta (512,) 215. => yolov3/darknet-53/Conv_42/BatchNorm/moving_mean (512,) 216. => yolov3/darknet-53/Conv_42/BatchNorm/moving_variance (512,) 217. => yolov3/darknet-53/Conv_43/weights (3, 3, 512, 1024) 218. => yolov3/darknet-53/Conv_43/BatchNorm/gamma (1024,) 219. => yolov3/darknet-53/Conv_43/BatchNorm/beta (1024,) 220. => yolov3/darknet-53/Conv_43/BatchNorm/moving_mean (1024,) 221. => yolov3/darknet-53/Conv_43/BatchNorm/moving_variance (1024,) 222. => yolov3/darknet-53/Conv_44/weights (1, 1, 1024, 512) 223. => yolov3/darknet-53/Conv_44/BatchNorm/gamma (512,) 224. => yolov3/darknet-53/Conv_44/BatchNorm/beta (512,) 225. => yolov3/darknet-53/Conv_44/BatchNorm/moving_mean (512,) 226. => yolov3/darknet-53/Conv_44/BatchNorm/moving_variance (512,) 227. => yolov3/darknet-53/Conv_45/weights (3, 3, 512, 1024) 228. => yolov3/darknet-53/Conv_45/BatchNorm/gamma (1024,) 229. => yolov3/darknet-53/Conv_45/BatchNorm/beta (1024,) 230. => yolov3/darknet-53/Conv_45/BatchNorm/moving_mean (1024,) 231. => yolov3/darknet-53/Conv_45/BatchNorm/moving_variance (1024,) 232. => yolov3/darknet-53/Conv_46/weights (1, 1, 1024, 512) 233. => yolov3/darknet-53/Conv_46/BatchNorm/gamma (512,) 234. => yolov3/darknet-53/Conv_46/BatchNorm/beta (512,) 235. => yolov3/darknet-53/Conv_46/BatchNorm/moving_mean (512,) 236. => yolov3/darknet-53/Conv_46/BatchNorm/moving_variance (512,) 237. => yolov3/darknet-53/Conv_47/weights (3, 3, 512, 1024) 238. => yolov3/darknet-53/Conv_47/BatchNorm/gamma (1024,) 239. => yolov3/darknet-53/Conv_47/BatchNorm/beta (1024,) 240. => yolov3/darknet-53/Conv_47/BatchNorm/moving_mean (1024,) 241. => yolov3/darknet-53/Conv_47/BatchNorm/moving_variance (1024,) 242. => yolov3/darknet-53/Conv_48/weights (1, 1, 1024, 512) 243. => yolov3/darknet-53/Conv_48/BatchNorm/gamma (512,) 244. => yolov3/darknet-53/Conv_48/BatchNorm/beta (512,) 245. => yolov3/darknet-53/Conv_48/BatchNorm/moving_mean (512,) 246. => yolov3/darknet-53/Conv_48/BatchNorm/moving_variance (512,) 247. => yolov3/darknet-53/Conv_49/weights (3, 3, 512, 1024) 248. => yolov3/darknet-53/Conv_49/BatchNorm/gamma (1024,) 249. => yolov3/darknet-53/Conv_49/BatchNorm/beta (1024,) 250. => yolov3/darknet-53/Conv_49/BatchNorm/moving_mean (1024,) 251. => yolov3/darknet-53/Conv_49/BatchNorm/moving_variance (1024,) 252. => yolov3/darknet-53/Conv_50/weights (1, 1, 1024, 512) 253. => yolov3/darknet-53/Conv_50/BatchNorm/gamma (512,) 254. => yolov3/darknet-53/Conv_50/BatchNorm/beta (512,) 255. => yolov3/darknet-53/Conv_50/BatchNorm/moving_mean (512,) 256. => yolov3/darknet-53/Conv_50/BatchNorm/moving_variance (512,) 257. => yolov3/darknet-53/Conv_51/weights (3, 3, 512, 1024) 258. => yolov3/darknet-53/Conv_51/BatchNorm/gamma (1024,) 259. => yolov3/darknet-53/Conv_51/BatchNorm/beta (1024,) 260. => yolov3/darknet-53/Conv_51/BatchNorm/moving_mean (1024,) 261. => yolov3/darknet-53/Conv_51/BatchNorm/moving_variance (1024,) 262. => yolov3/yolo-v3/Conv/weights (1, 1, 1024, 512) 263. => yolov3/yolo-v3/Conv/BatchNorm/gamma (512,) 264. => yolov3/yolo-v3/Conv/BatchNorm/beta (512,) 265. => yolov3/yolo-v3/Conv/BatchNorm/moving_mean (512,) 266. => yolov3/yolo-v3/Conv/BatchNorm/moving_variance (512,) 267. => yolov3/yolo-v3/Conv_1/weights (3, 3, 512, 1024) 268. => yolov3/yolo-v3/Conv_1/BatchNorm/gamma (1024,) 269. => yolov3/yolo-v3/Conv_1/BatchNorm/beta (1024,) 270. => yolov3/yolo-v3/Conv_1/BatchNorm/moving_mean (1024,) 271. => yolov3/yolo-v3/Conv_1/BatchNorm/moving_variance (1024,) 272. => yolov3/yolo-v3/Conv_2/weights (1, 1, 1024, 512) 273. => yolov3/yolo-v3/Conv_2/BatchNorm/gamma (512,) 274. => yolov3/yolo-v3/Conv_2/BatchNorm/beta (512,) 275. => yolov3/yolo-v3/Conv_2/BatchNorm/moving_mean (512,) 276. => yolov3/yolo-v3/Conv_2/BatchNorm/moving_variance (512,) 277. => yolov3/yolo-v3/Conv_3/weights (3, 3, 512, 1024) 278. => yolov3/yolo-v3/Conv_3/BatchNorm/gamma (1024,) 279. => yolov3/yolo-v3/Conv_3/BatchNorm/beta (1024,) 280. => yolov3/yolo-v3/Conv_3/BatchNorm/moving_mean (1024,) 281. => yolov3/yolo-v3/Conv_3/BatchNorm/moving_variance (1024,) 282. => yolov3/yolo-v3/Conv_4/weights (1, 1, 1024, 512) 283. => yolov3/yolo-v3/Conv_4/BatchNorm/gamma (512,) 284. => yolov3/yolo-v3/Conv_4/BatchNorm/beta (512,) 285. => yolov3/yolo-v3/Conv_4/BatchNorm/moving_mean (512,) 286. => yolov3/yolo-v3/Conv_4/BatchNorm/moving_variance (512,) 287. => yolov3/yolo-v3/Conv_5/weights (3, 3, 512, 1024) 288. => yolov3/yolo-v3/Conv_5/BatchNorm/gamma (1024,) 289. => yolov3/yolo-v3/Conv_5/BatchNorm/beta (1024,) 290. => yolov3/yolo-v3/Conv_5/BatchNorm/moving_mean (1024,) 291. => yolov3/yolo-v3/Conv_5/BatchNorm/moving_variance (1024,) 292. => yolov3/yolo-v3/Conv_6/weights (1, 1, 1024, 255) 293. => yolov3/yolo-v3/Conv_6/biases (255,) 294. => yolov3/yolo-v3/Conv_7/weights (1, 1, 512, 256) 295. => yolov3/yolo-v3/Conv_7/BatchNorm/gamma (256,) 296. => yolov3/yolo-v3/Conv_7/BatchNorm/beta (256,) 297. => yolov3/yolo-v3/Conv_7/BatchNorm/moving_mean (256,) 298. => yolov3/yolo-v3/Conv_7/BatchNorm/moving_variance (256,) 299. => yolov3/yolo-v3/Conv_8/weights (1, 1, 768, 256) 300. => yolov3/yolo-v3/Conv_8/BatchNorm/gamma (256,) 301. => yolov3/yolo-v3/Conv_8/BatchNorm/beta (256,) 302. => yolov3/yolo-v3/Conv_8/BatchNorm/moving_mean (256,) 303. => yolov3/yolo-v3/Conv_8/BatchNorm/moving_variance (256,) 304. => yolov3/yolo-v3/Conv_9/weights (3, 3, 256, 512) 305. => yolov3/yolo-v3/Conv_9/BatchNorm/gamma (512,) 306. => yolov3/yolo-v3/Conv_9/BatchNorm/beta (512,) 307. => yolov3/yolo-v3/Conv_9/BatchNorm/moving_mean (512,) 308. => yolov3/yolo-v3/Conv_9/BatchNorm/moving_variance (512,) 309. => yolov3/yolo-v3/Conv_10/weights (1, 1, 512, 256) 310. => yolov3/yolo-v3/Conv_10/BatchNorm/gamma (256,) 311. => yolov3/yolo-v3/Conv_10/BatchNorm/beta (256,) 312. => yolov3/yolo-v3/Conv_10/BatchNorm/moving_mean (256,) 313. => yolov3/yolo-v3/Conv_10/BatchNorm/moving_variance (256,) 314. => yolov3/yolo-v3/Conv_11/weights (3, 3, 256, 512) 315. => yolov3/yolo-v3/Conv_11/BatchNorm/gamma (512,) 316. => yolov3/yolo-v3/Conv_11/BatchNorm/beta (512,) 317. => yolov3/yolo-v3/Conv_11/BatchNorm/moving_mean (512,) 318. => yolov3/yolo-v3/Conv_11/BatchNorm/moving_variance (512,) 319. => yolov3/yolo-v3/Conv_12/weights (1, 1, 512, 256) 320. => yolov3/yolo-v3/Conv_12/BatchNorm/gamma (256,) 321. => yolov3/yolo-v3/Conv_12/BatchNorm/beta (256,) 322. => yolov3/yolo-v3/Conv_12/BatchNorm/moving_mean (256,) 323. => yolov3/yolo-v3/Conv_12/BatchNorm/moving_variance (256,) 324. => yolov3/yolo-v3/Conv_13/weights (3, 3, 256, 512) 325. => yolov3/yolo-v3/Conv_13/BatchNorm/gamma (512,) 326. => yolov3/yolo-v3/Conv_13/BatchNorm/beta (512,) 327. => yolov3/yolo-v3/Conv_13/BatchNorm/moving_mean (512,) 328. => yolov3/yolo-v3/Conv_13/BatchNorm/moving_variance (512,) 329. => yolov3/yolo-v3/Conv_14/weights (1, 1, 512, 255) 330. => yolov3/yolo-v3/Conv_14/biases (255,) 331. => yolov3/yolo-v3/Conv_15/weights (1, 1, 256, 128) 332. => yolov3/yolo-v3/Conv_15/BatchNorm/gamma (128,) 333. => yolov3/yolo-v3/Conv_15/BatchNorm/beta (128,) 334. => yolov3/yolo-v3/Conv_15/BatchNorm/moving_mean (128,) 335. => yolov3/yolo-v3/Conv_15/BatchNorm/moving_variance (128,) 336. => yolov3/yolo-v3/Conv_16/weights (1, 1, 384, 128) 337. => yolov3/yolo-v3/Conv_16/BatchNorm/gamma (128,) 338. => yolov3/yolo-v3/Conv_16/BatchNorm/beta (128,) 339. => yolov3/yolo-v3/Conv_16/BatchNorm/moving_mean (128,) 340. => yolov3/yolo-v3/Conv_16/BatchNorm/moving_variance (128,) 341. => yolov3/yolo-v3/Conv_17/weights (3, 3, 128, 256) 342. => yolov3/yolo-v3/Conv_17/BatchNorm/gamma (256,) 343. => yolov3/yolo-v3/Conv_17/BatchNorm/beta (256,) 344. => yolov3/yolo-v3/Conv_17/BatchNorm/moving_mean (256,) 345. => yolov3/yolo-v3/Conv_17/BatchNorm/moving_variance (256,) 346. => yolov3/yolo-v3/Conv_18/weights (1, 1, 256, 128) 347. => yolov3/yolo-v3/Conv_18/BatchNorm/gamma (128,) 348. => yolov3/yolo-v3/Conv_18/BatchNorm/beta (128,) 349. => yolov3/yolo-v3/Conv_18/BatchNorm/moving_mean (128,) 350. => yolov3/yolo-v3/Conv_18/BatchNorm/moving_variance (128,) 351. => yolov3/yolo-v3/Conv_19/weights (3, 3, 128, 256) 352. => yolov3/yolo-v3/Conv_19/BatchNorm/gamma (256,) 353. => yolov3/yolo-v3/Conv_19/BatchNorm/beta (256,) 354. => yolov3/yolo-v3/Conv_19/BatchNorm/moving_mean (256,) 355. => yolov3/yolo-v3/Conv_19/BatchNorm/moving_variance (256,) 356. => yolov3/yolo-v3/Conv_20/weights (1, 1, 256, 128) 357. => yolov3/yolo-v3/Conv_20/BatchNorm/gamma (128,) 358. => yolov3/yolo-v3/Conv_20/BatchNorm/beta (128,) 359. => yolov3/yolo-v3/Conv_20/BatchNorm/moving_mean (128,) 360. => yolov3/yolo-v3/Conv_20/BatchNorm/moving_variance (128,) 361. => yolov3/yolo-v3/Conv_21/weights (3, 3, 128, 256) 362. => yolov3/yolo-v3/Conv_21/BatchNorm/gamma (256,) 363. => yolov3/yolo-v3/Conv_21/BatchNorm/beta (256,) 364. => yolov3/yolo-v3/Conv_21/BatchNorm/moving_mean (256,) 365. => yolov3/yolo-v3/Conv_21/BatchNorm/moving_variance (256,) 366. => yolov3/yolo-v3/Conv_22/weights (1, 1, 256, 255) 367. => yolov3/yolo-v3/Conv_22/biases (255,) 368.
Tensor("conv_sbbox/BiasAdd:0", shape=(?, ?, ?, 255), dtype=float32) Tensor("conv_mbbox/BiasAdd:0", shape=(?, ?, ?, 255), dtype=float32) Tensor("conv_lbbox/BiasAdd:0", shape=(?, ?, ?, 255), dtype=float32)
