首页下载资源人工智能基于深度学习的课堂行为识别和考试作弊检测系统的设计与实现（python源码）

ZIP基于深度学习的课堂行为识别和考试作弊检测系统的设计与实现（python源码）

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资源文件列表:

classroom.zip 大约有1081个文件
  1. classroom/
  2. classroom/.idea/
  3. classroom/.idea/.gitignore 236B
  4. classroom/.idea/inspectionProfiles/
  5. classroom/.idea/inspectionProfiles/Project_Default.xml 1.68KB
  6. classroom/.idea/inspectionProfiles/profiles_settings.xml 174B
  7. classroom/.idea/misc.xml 302B
  8. classroom/.idea/modules.xml 282B
  9. classroom/.idea/other.xml 191B
  10. classroom/.idea/smart_classroom.iml 417B
  11. classroom/.idea/vcs.xml 236B
  12. classroom/.idea/workspace.xml 13.46KB
  13. classroom/.img/
  14. classroom/.img/README/
  15. classroom/.img/README/image-20210514153925536.png 130.1KB
  16. classroom/.img/README/image-20210620223428871.png 555.36KB
  17. classroom/.img/README/侧面作弊动作.png 99.74KB
  18. classroom/.img/README/正面专注度.png 214.71KB
  19. classroom/.img/README/正面作弊动作.png 403.68KB
  20. classroom/Halpe-FullBody-master/
  21. classroom/Halpe-FullBody-master/Halpe-FullBody-master/
  22. classroom/Halpe-FullBody-master/Halpe-FullBody-master/HalpeCOCOAPI/
  23. classroom/Halpe-FullBody-master/Halpe-FullBody-master/HalpeCOCOAPI/.gitignore 318B
  24. classroom/Halpe-FullBody-master/Halpe-FullBody-master/HalpeCOCOAPI/.travis.yml 168B
  25. classroom/Halpe-FullBody-master/Halpe-FullBody-master/HalpeCOCOAPI/PythonAPI/
  26. classroom/Halpe-FullBody-master/Halpe-FullBody-master/HalpeCOCOAPI/PythonAPI/MANIFEST.in 56B
  27. classroom/Halpe-FullBody-master/Halpe-FullBody-master/HalpeCOCOAPI/PythonAPI/Makefile 205B
  28. classroom/Halpe-FullBody-master/Halpe-FullBody-master/HalpeCOCOAPI/PythonAPI/halpecocotools/
  29. classroom/Halpe-FullBody-master/Halpe-FullBody-master/HalpeCOCOAPI/PythonAPI/halpecocotools/__init__.py 21B
  30. classroom/Halpe-FullBody-master/Halpe-FullBody-master/HalpeCOCOAPI/PythonAPI/halpecocotools/_mask.pyx 11.17KB
  31. classroom/Halpe-FullBody-master/Halpe-FullBody-master/HalpeCOCOAPI/PythonAPI/halpecocotools/coco.py 20.18KB
  32. classroom/Halpe-FullBody-master/Halpe-FullBody-master/HalpeCOCOAPI/PythonAPI/halpecocotools/cocoeval.py 39.47KB
  33. classroom/Halpe-FullBody-master/Halpe-FullBody-master/HalpeCOCOAPI/PythonAPI/halpecocotools/mask.py 4.48KB
  34. classroom/Halpe-FullBody-master/Halpe-FullBody-master/HalpeCOCOAPI/PythonAPI/pycocoDemo.ipynb 1.71MB
  35. classroom/Halpe-FullBody-master/Halpe-FullBody-master/HalpeCOCOAPI/PythonAPI/pycocoEvalDemo.ipynb 4.35KB
  36. classroom/Halpe-FullBody-master/Halpe-FullBody-master/HalpeCOCOAPI/PythonAPI/setup.py 840B
  37. classroom/Halpe-FullBody-master/Halpe-FullBody-master/HalpeCOCOAPI/README.md 595B
  38. classroom/Halpe-FullBody-master/Halpe-FullBody-master/HalpeCOCOAPI/common/
  39. classroom/Halpe-FullBody-master/Halpe-FullBody-master/HalpeCOCOAPI/common/gason.cpp 9.32KB
  40. classroom/Halpe-FullBody-master/Halpe-FullBody-master/HalpeCOCOAPI/common/gason.h 3.4KB
  41. classroom/Halpe-FullBody-master/Halpe-FullBody-master/HalpeCOCOAPI/common/maskApi.c 8.11KB
  42. classroom/Halpe-FullBody-master/Halpe-FullBody-master/HalpeCOCOAPI/common/maskApi.h 2.13KB
  43. classroom/Halpe-FullBody-master/Halpe-FullBody-master/HalpeCOCOAPI/license.txt 1.5KB
  44. classroom/Halpe-FullBody-master/Halpe-FullBody-master/README.md 3.66KB
  45. classroom/Halpe-FullBody-master/Halpe-FullBody-master/docs/
  46. classroom/Halpe-FullBody-master/Halpe-FullBody-master/docs/1.jpg 79.62KB
  47. classroom/Halpe-FullBody-master/Halpe-FullBody-master/docs/2.jpg 80.47KB
  48. classroom/Halpe-FullBody-master/Halpe-FullBody-master/docs/3.jpg 90.61KB
  49. classroom/Halpe-FullBody-master/Halpe-FullBody-master/docs/4.jpg 139.48KB
  50. classroom/Halpe-FullBody-master/Halpe-FullBody-master/docs/5.jpg 89.97KB
  51. classroom/Halpe-FullBody-master/Halpe-FullBody-master/docs/alphapose_136_2.gif 6.7MB
  52. classroom/Halpe-FullBody-master/Halpe-FullBody-master/docs/face.jpg 55.09KB
  53. classroom/Halpe-FullBody-master/Halpe-FullBody-master/docs/hand.jpg 58.17KB
  54. classroom/Halpe-FullBody-master/Halpe-FullBody-master/docs/human_model.jpg 446.52KB
  55. classroom/Halpe-FullBody-master/Halpe-FullBody-master/vis.py 4.18KB
  56. classroom/Halpe-FullBody-master.zip 8.93MB
  57. classroom/README.md 3.54KB
  58. classroom/detection_system/
  59. classroom/detection_system/.pytest_cache/
  60. classroom/detection_system/.pytest_cache/.gitignore 39B
  61. classroom/detection_system/.pytest_cache/CACHEDIR.TAG 191B
  62. classroom/detection_system/.pytest_cache/README.md 310B
  63. classroom/detection_system/.pytest_cache/v/
  64. classroom/detection_system/.pytest_cache/v/cache/
  65. classroom/detection_system/.pytest_cache/v/cache/lastfailed 44B
  66. classroom/detection_system/.pytest_cache/v/cache/nodeids 2B
  67. classroom/detection_system/.pytest_cache/v/cache/stepwise 2B
  68. classroom/detection_system/README.md 6.88KB
  69. classroom/detection_system/__pycache__/
  70. classroom/detection_system/__pycache__/silent_face_webcam.cpython-310.pyc 3.14KB
  71. classroom/detection_system/alphapose/
  72. classroom/detection_system/alphapose/__init__.py 92B
  73. classroom/detection_system/alphapose/__pycache__/
  74. classroom/detection_system/alphapose/__pycache__/__init__.cpython-310.pyc 321B
  75. classroom/detection_system/alphapose/__pycache__/version.cpython-310.pyc 200B
  76. classroom/detection_system/alphapose/datasets/
  77. classroom/detection_system/alphapose/datasets/__init__.py 480B
  78. classroom/detection_system/alphapose/datasets/__pycache__/
  79. classroom/detection_system/alphapose/datasets/__pycache__/__init__.cpython-310.pyc 729B
  80. classroom/detection_system/alphapose/datasets/__pycache__/coco_det.cpython-310.pyc 3.62KB
  81. classroom/detection_system/alphapose/datasets/__pycache__/concat_dataset.cpython-310.pyc 2.58KB
  82. classroom/detection_system/alphapose/datasets/__pycache__/custom.cpython-310.pyc 8.77KB
  83. classroom/detection_system/alphapose/datasets/coco_det.py 3.74KB
  84. classroom/detection_system/alphapose/datasets/coco_wholebody.py 6.96KB
  85. classroom/detection_system/alphapose/datasets/coco_wholebody_det.py 4.53KB
  86. classroom/detection_system/alphapose/datasets/concat_dataset.py 2.58KB
  87. classroom/detection_system/alphapose/datasets/custom.py 11.39KB
  88. classroom/detection_system/alphapose/datasets/halpe_136.py 7.98KB
  89. classroom/detection_system/alphapose/datasets/halpe_136_det.py 4.3KB
  90. classroom/detection_system/alphapose/datasets/halpe_26.py 7.07KB
  91. classroom/detection_system/alphapose/datasets/halpe_26_det.py 3.72KB
  92. classroom/detection_system/alphapose/datasets/mpii.py 4.48KB
  93. classroom/detection_system/alphapose/datasets/mscoco.py 5.44KB
  94. classroom/detection_system/alphapose/models/
  95. classroom/detection_system/alphapose/models/__init__.py 493B
  96. classroom/detection_system/alphapose/models/__pycache__/
  97. classroom/detection_system/alphapose/models/__pycache__/__init__.cpython-310.pyc 405B
  98. classroom/detection_system/alphapose/models/__pycache__/builder.cpython-310.pyc 1.53KB
  99. classroom/detection_system/alphapose/models/__pycache__/fastpose.cpython-310.pyc 2.31KB
  100. classroom/detection_system/alphapose/models/__pycache__/hrnet.cpython-310.pyc 10.69KB
  101. classroom/detection_system/alphapose/models/__pycache__/simplepose.cpython-310.pyc 2.78KB
  102. classroom/detection_system/alphapose/models/builder.py 1.12KB
  103. classroom/detection_system/alphapose/models/criterion.py 3.4KB
  104. classroom/detection_system/alphapose/models/fastpose.py 2.53KB
  105. classroom/detection_system/alphapose/models/fastpose_duc.py 3.59KB
  106. classroom/detection_system/alphapose/models/fastpose_duc_dense.py 6.03KB
  107. classroom/detection_system/alphapose/models/hardnet.py 19.94KB
  108. classroom/detection_system/alphapose/models/hrnet.py 17.38KB
  109. classroom/detection_system/alphapose/models/layers/
  110. classroom/detection_system/alphapose/models/layers/DUC.py 938B
  111. classroom/detection_system/alphapose/models/layers/PixelUnshuffle.py 878B
  112. classroom/detection_system/alphapose/models/layers/Resnet.py 7.19KB
  113. classroom/detection_system/alphapose/models/layers/SE_Resnet.py 7.52KB
  114. classroom/detection_system/alphapose/models/layers/SE_module.py 783B
  115. classroom/detection_system/alphapose/models/layers/ShuffleResnet.py 7.01KB
  116. classroom/detection_system/alphapose/models/layers/__pycache__/
  117. classroom/detection_system/alphapose/models/layers/__pycache__/DUC.cpython-310.pyc 1.16KB
  118. classroom/detection_system/alphapose/models/layers/__pycache__/Resnet.cpython-310.pyc 5.52KB
  119. classroom/detection_system/alphapose/models/layers/__pycache__/SE_Resnet.cpython-310.pyc 5.54KB
  120. classroom/detection_system/alphapose/models/layers/__pycache__/SE_module.cpython-310.pyc 1.02KB
  121. classroom/detection_system/alphapose/models/layers/dcn/
  122. classroom/detection_system/alphapose/models/layers/dcn/DCN.py 2.11KB
  123. classroom/detection_system/alphapose/models/layers/dcn/__init__.py 610B
  124. classroom/detection_system/alphapose/models/layers/dcn/deform_conv.py 12.18KB
  125. classroom/detection_system/alphapose/models/layers/dcn/deform_pool.py 9.97KB
  126. classroom/detection_system/alphapose/models/layers/dcn/src/
  127. classroom/detection_system/alphapose/models/layers/dcn/src/deform_conv_cuda.cpp 28.78KB
  128. classroom/detection_system/alphapose/models/layers/dcn/src/deform_conv_cuda_kernel.cu 41.28KB
  129. classroom/detection_system/alphapose/models/layers/dcn/src/deform_pool_cuda.cpp 3.92KB
  130. classroom/detection_system/alphapose/models/layers/dcn/src/deform_pool_cuda_kernel.cu 15.66KB
  131. classroom/detection_system/alphapose/models/simplepose.py 3.63KB
  132. classroom/detection_system/alphapose/opt.py 3.41KB
  133. classroom/detection_system/alphapose/utils/
  134. classroom/detection_system/alphapose/utils/__init__.py 135B
  135. classroom/detection_system/alphapose/utils/__pycache__/
  136. classroom/detection_system/alphapose/utils/__pycache__/__init__.cpython-310.pyc 344B
  137. classroom/detection_system/alphapose/utils/__pycache__/bbox.cpython-310.pyc 7.38KB
  138. classroom/detection_system/alphapose/utils/__pycache__/config.cpython-310.pyc 452B
  139. classroom/detection_system/alphapose/utils/__pycache__/detector.cpython-310.pyc 7.88KB
  140. classroom/detection_system/alphapose/utils/__pycache__/file_detector.cpython-310.pyc 4.71KB
  141. classroom/detection_system/alphapose/utils/__pycache__/pPose_nms.cpython-310.pyc 14.98KB
  142. classroom/detection_system/alphapose/utils/__pycache__/registry.cpython-310.pyc 3.29KB
  143. classroom/detection_system/alphapose/utils/__pycache__/transforms.cpython-310.pyc 19.15KB
  144. classroom/detection_system/alphapose/utils/__pycache__/vis.cpython-310.pyc 8.12KB
  145. classroom/detection_system/alphapose/utils/__pycache__/webcam_detector.cpython-310.pyc 5.86KB
  146. classroom/detection_system/alphapose/utils/__pycache__/writer.cpython-310.pyc 21.34KB
  147. classroom/detection_system/alphapose/utils/bbox.py 8.07KB
  148. classroom/detection_system/alphapose/utils/config.py 201B
  149. classroom/detection_system/alphapose/utils/detector.py 11.51KB
  150. classroom/detection_system/alphapose/utils/env.py 2.63KB
  151. classroom/detection_system/alphapose/utils/file_detector.py 4.94KB
  152. classroom/detection_system/alphapose/utils/logger.py 968B
  153. classroom/detection_system/alphapose/utils/metrics.py 7.26KB
  154. classroom/detection_system/alphapose/utils/pPose_nms.py 20.88KB
  155. classroom/detection_system/alphapose/utils/presets/
  156. classroom/detection_system/alphapose/utils/presets/__init__.py 77B
  157. classroom/detection_system/alphapose/utils/presets/__pycache__/
  158. classroom/detection_system/alphapose/utils/presets/__pycache__/__init__.cpython-310.pyc 317B
  159. classroom/detection_system/alphapose/utils/presets/__pycache__/simple_transform.cpython-310.pyc 8.22KB
  160. classroom/detection_system/alphapose/utils/presets/simple_transform.py 11.65KB
  161. classroom/detection_system/alphapose/utils/registry.py 3.04KB
  162. classroom/detection_system/alphapose/utils/roi_align/
  163. classroom/detection_system/alphapose/utils/roi_align/__init__.py 80B
  164. classroom/detection_system/alphapose/utils/roi_align/__pycache__/
  165. classroom/detection_system/alphapose/utils/roi_align/__pycache__/__init__.cpython-310.pyc 321B
  166. classroom/detection_system/alphapose/utils/roi_align/__pycache__/roi_align.cpython-310.pyc 2.73KB
  167. classroom/detection_system/alphapose/utils/roi_align/roi_align.py 3KB
  168. classroom/detection_system/alphapose/utils/roi_align/src/
  169. classroom/detection_system/alphapose/utils/roi_align/src/roi_align_cuda.cpp 2.9KB
  170. classroom/detection_system/alphapose/utils/roi_align/src/roi_align_kernel.cu 11.17KB
  171. classroom/detection_system/alphapose/utils/transforms.py 24.52KB
  172. classroom/detection_system/alphapose/utils/vis.py 20.56KB
  173. classroom/detection_system/alphapose/utils/webcam_detector.py 6.88KB
  174. classroom/detection_system/alphapose/utils/writer.py 36.75KB
  175. classroom/detection_system/alphapose/version.py 118B
  176. classroom/detection_system/alphapose.egg-info/
  177. classroom/detection_system/alphapose.egg-info/PKG-INFO 7.71KB
  178. classroom/detection_system/alphapose.egg-info/SOURCES.txt 3.86KB
  179. classroom/detection_system/alphapose.egg-info/dependency_links.txt 1B
  180. classroom/detection_system/alphapose.egg-info/not-zip-safe 2B
  181. classroom/detection_system/alphapose.egg-info/requires.txt 159B
  182. classroom/detection_system/alphapose.egg-info/top_level.txt 58B
  183. classroom/detection_system/build/
  184. classroom/detection_system/build/lib/
  185. classroom/detection_system/build/lib/alphapose/
  186. classroom/detection_system/build/lib/alphapose/__init__.py 92B
  187. classroom/detection_system/build/lib/alphapose/datasets/
  188. classroom/detection_system/build/lib/alphapose/datasets/__init__.py 480B
  189. classroom/detection_system/build/lib/alphapose/datasets/coco_det.py 3.74KB
  190. classroom/detection_system/build/lib/alphapose/datasets/coco_wholebody.py 6.96KB
  191. classroom/detection_system/build/lib/alphapose/datasets/coco_wholebody_det.py 4.53KB
  192. classroom/detection_system/build/lib/alphapose/datasets/concat_dataset.py 2.58KB
  193. classroom/detection_system/build/lib/alphapose/datasets/custom.py 11.39KB
  194. classroom/detection_system/build/lib/alphapose/datasets/halpe_136.py 7.98KB
  195. classroom/detection_system/build/lib/alphapose/datasets/halpe_136_det.py 4.3KB
  196. classroom/detection_system/build/lib/alphapose/datasets/halpe_26.py 7.07KB
  197. classroom/detection_system/build/lib/alphapose/datasets/halpe_26_det.py 3.72KB
  198. classroom/detection_system/build/lib/alphapose/datasets/mpii.py 4.48KB
  199. classroom/detection_system/build/lib/alphapose/datasets/mscoco.py 5.44KB
  200. classroom/detection_system/build/lib/alphapose/models/
  201. classroom/detection_system/build/lib/alphapose/models/__init__.py 493B
  202. classroom/detection_system/build/lib/alphapose/models/builder.py 1.12KB
  203. classroom/detection_system/build/lib/alphapose/models/criterion.py 3.4KB
  204. classroom/detection_system/build/lib/alphapose/models/fastpose.py 2.53KB
  205. classroom/detection_system/build/lib/alphapose/models/fastpose_duc.py 3.59KB
  206. classroom/detection_system/build/lib/alphapose/models/fastpose_duc_dense.py 6.03KB
  207. classroom/detection_system/build/lib/alphapose/models/hardnet.py 19.94KB
  208. classroom/detection_system/build/lib/alphapose/models/hrnet.py 17.38KB
  209. classroom/detection_system/build/lib/alphapose/models/simplepose.py 3.63KB
  210. classroom/detection_system/build/lib/alphapose/opt.py 3.41KB
  211. classroom/detection_system/build/lib/alphapose/utils/
  212. classroom/detection_system/build/lib/alphapose/utils/__init__.py 135B
  213. classroom/detection_system/build/lib/alphapose/utils/bbox.py 8.07KB
  214. classroom/detection_system/build/lib/alphapose/utils/config.py 201B
  215. classroom/detection_system/build/lib/alphapose/utils/detector.py 11.51KB
  216. classroom/detection_system/build/lib/alphapose/utils/env.py 2.63KB
  217. classroom/detection_system/build/lib/alphapose/utils/file_detector.py 4.94KB
  218. classroom/detection_system/build/lib/alphapose/utils/logger.py 968B
  219. classroom/detection_system/build/lib/alphapose/utils/metrics.py 7.26KB
  220. classroom/detection_system/build/lib/alphapose/utils/pPose_nms.py 20.88KB
  221. classroom/detection_system/build/lib/alphapose/utils/presets/
  222. classroom/detection_system/build/lib/alphapose/utils/presets/__init__.py 77B
  223. classroom/detection_system/build/lib/alphapose/utils/presets/simple_transform.py 11.65KB
  224. classroom/detection_system/build/lib/alphapose/utils/registry.py 3.04KB
  225. classroom/detection_system/build/lib/alphapose/utils/roi_align/
  226. classroom/detection_system/build/lib/alphapose/utils/roi_align/__init__.py 80B
  227. classroom/detection_system/build/lib/alphapose/utils/roi_align/roi_align.py 3KB
  228. classroom/detection_system/build/lib/alphapose/utils/transforms.py 24.52KB
  229. classroom/detection_system/build/lib/alphapose/utils/vis.py 20.56KB
  230. classroom/detection_system/build/lib/alphapose/utils/webcam_detector.py 6.88KB
  231. classroom/detection_system/build/lib/alphapose/utils/writer.py 36.75KB
  232. classroom/detection_system/build/lib/alphapose/version.py 118B
  233. classroom/detection_system/build/lib/face_recog/
  234. classroom/detection_system/build/lib/face_recog/__init__.py 127B
  235. classroom/detection_system/build/lib/face_recog/data/
  236. classroom/detection_system/build/lib/face_recog/data/__init__.py 22B
  237. classroom/detection_system/build/lib/face_recog/data/config.py 329B
  238. classroom/detection_system/build/lib/face_recog/layers/
  239. classroom/detection_system/build/lib/face_recog/layers/__init__.py 48B
  240. classroom/detection_system/build/lib/face_recog/layers/modules/
  241. classroom/detection_system/build/lib/face_recog/layers/modules/__init__.py 68B
  242. classroom/detection_system/build/lib/face_recog/layers/modules/multibox_loss.py 4.55KB
  243. classroom/detection_system/build/lib/face_recog/main.py 4.58KB
  244. classroom/detection_system/build/lib/face_recog/models/
  245. classroom/detection_system/build/lib/face_recog/models/__init__.py
  246. classroom/detection_system/build/lib/face_recog/models/face_boxes_location.py 5.68KB
  247. classroom/detection_system/build/lib/face_recog/models/face_location_scanner.py 3.85KB
  248. classroom/detection_system/build/lib/face_recog/models/face_recog.py 7.83KB
  249. classroom/detection_system/build/lib/face_recog/models/faceboxes.py 5.26KB
  250. classroom/detection_system/build/lib/face_recog/register_face.py 2.83KB
  251. classroom/detection_system/build/lib/face_recog/register_face_webcam.py 9.28KB
  252. classroom/detection_system/build/lib/face_recog/roll_call.py 2.61KB
  253. classroom/detection_system/build/lib/face_recog/test.py 2.88KB
  254. classroom/detection_system/build/lib/face_recog/utils/
  255. classroom/detection_system/build/lib/face_recog/utils/__init__.py
  256. classroom/detection_system/build/lib/face_recog/utils/box_utils.py 10.28KB
  257. classroom/detection_system/build/lib/face_recog/utils/build.py 5.2KB
  258. classroom/detection_system/build/lib/face_recog/utils/face_bank.py 519B
  259. classroom/detection_system/build/lib/face_recog/utils/nms/
  260. classroom/detection_system/build/lib/face_recog/utils/nms/__init__.py
  261. classroom/detection_system/build/lib/face_recog/utils/nms/py_cpu_nms.py 1.03KB
  262. classroom/detection_system/build/lib/face_recog/utils/nms_wrapper.py 935B
  263. classroom/detection_system/build/lib/face_recog/utils/timer.py 1.08KB
  264. classroom/detection_system/build/lib/pose_estimation/
  265. classroom/detection_system/build/lib/pose_estimation/__init__.py
  266. classroom/detection_system/build/lib/pose_estimation/pose_estimator.py 12.38KB
  267. classroom/detection_system/build/lib/pose_estimation/pose_test.py 157B
  268. classroom/detection_system/build/lib/pose_estimation/stabilizer.py 4.71KB
  269. classroom/detection_system/build/lib/silent_face/
  270. classroom/detection_system/build/lib/silent_face/__init__.py 30B
  271. classroom/detection_system/build/lib/silent_face/requirements.txt 129B
  272. classroom/detection_system/build/lib/silent_face/test.py 3.31KB
  273. classroom/detection_system/build/lib/silent_face/train.py 1.03KB
  274. classroom/detection_system/build/lib/silent_face/watch_tensor.py 451B
  275. classroom/detection_system/build/lib/trackers/
  276. classroom/detection_system/build/lib/trackers/ReidModels/
  277. classroom/detection_system/build/lib/trackers/ReidModels/ResBnLin.py 1.79KB
  278. classroom/detection_system/build/lib/trackers/ReidModels/ResNet.py 6.4KB
  279. classroom/detection_system/build/lib/trackers/ReidModels/__init__.py
  280. classroom/detection_system/build/lib/trackers/ReidModels/backbone/
  281. classroom/detection_system/build/lib/trackers/ReidModels/backbone/__init__.py
  282. classroom/detection_system/build/lib/trackers/ReidModels/backbone/googlenet.py 2.67KB
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资源介绍:

课堂专注度及考试作弊系统、课堂动态点名，情绪识别、表情识别和人脸识别结合 转头(probe)+低头(peep)+传递物品(passing) 课堂专注度+表情识别 侧面的传递物品识别 **人脸识别**：dlib_face_recognition_resnet_model_v1.dat - detection_system/face_recog/weights **人脸对齐**：shape_predictor_68_face_landmarks.dat - detection_system/face_recog/weights **作弊动作分类器**：cheating_detector_rfc_kp.pkl ## 使用 ### 运行setup.py安装必要内容 ## 使用 ### 运行setup.py安装必要内容 ```shell python setup.py build develop ``` [windows上安装scipy1.1.0可能会遇到的问题](https://github.com/MVIG-SJTU/AlphaPose/issues/722) ### 运行
## News! - Aug 2020: [**v0.4.0** version](https://github.com/MVIG-SJTU/AlphaPose) of AlphaPose is released! Stronger tracking! Include whole body(face,hand,foot) keypoints! [Colab](https://colab.research.google.com/drive/14Zgotr2_F0LfvcpRi03uQdMvUbLQSgok?usp=sharing) now available. - Dec 2019: [**v0.3.0** version](https://github.com/MVIG-SJTU/AlphaPose) of AlphaPose is released! Smaller model, higher accuracy! - Apr 2019: [**MXNet** version](https://github.com/MVIG-SJTU/AlphaPose/tree/mxnet) of AlphaPose is released! It runs at **23 fps** on COCO validation set. - Feb 2019: [CrowdPose](https://github.com/MVIG-SJTU/AlphaPose/docs/CrowdPose.md) is integrated into AlphaPose Now! - Dec 2018: [General version](https://github.com/MVIG-SJTU/AlphaPose/PoseFlow) of PoseFlow is released! 3X Faster and support pose tracking results visualization! - Sep 2018: [**v0.2.0** version](https://github.com/MVIG-SJTU/AlphaPose/tree/pytorch) of AlphaPose is released! It runs at **20 fps** on COCO validation set (4.6 people per image on average) and achieves 71 mAP! ## AlphaPose [AlphaPose](http://www.mvig.org/research/alphapose.html) is an accurate multi-person pose estimator, which is the **first open-source system that achieves 70+ mAP (75 mAP) on COCO dataset and 80+ mAP (82.1 mAP) on MPII dataset.** To match poses that correspond to the same person across frames, we also provide an efficient online pose tracker called Pose Flow. It is the **first open-source online pose tracker that achieves both 60+ mAP (66.5 mAP) and 50+ MOTA (58.3 MOTA) on PoseTrack Challenge dataset.** AlphaPose supports both Linux and **Windows!**

COCO 17 keypoints

Halpe 26 keypoints + tracking

Halpe 136 keypoints + tracking
## Results ### Pose Estimation Results on COCO test-dev 2015:
| Method | AP @0.5:0.95 | AP @0.5 | AP @0.75 | AP medium | AP large | |:-------|:-----:|:-------:|:-------:|:-------:|:-------:| | OpenPose (CMU-Pose) | 61.8 | 84.9 | 67.5 | 57.1 | 68.2 | | Detectron (Mask R-CNN) | 67.0 | 88.0 | 73.1 | 62.2 | 75.6 | | **AlphaPose** | **73.3** | **89.2** | **79.1** | **69.0** | **78.6** |
Results on MPII full test set:
| Method | Head | Shoulder | Elbow | Wrist | Hip | Knee | Ankle | Ave | |:-------|:-----:|:-------:|:-------:|:-------:|:-------:|:-------:|:-------:|:-------:| | OpenPose (CMU-Pose) | 91.2 | 87.6 | 77.7 | 66.8 | 75.4 | 68.9 | 61.7 | 75.6 | | Newell & Deng | **92.1** | 89.3 | 78.9 | 69.8 | 76.2 | 71.6 | 64.7 | 77.5 | | **AlphaPose** | 91.3 | **90.5** | **84.0** | **76.4** | **80.3** | **79.9** | **72.4** | **82.1** |
More results and models are available in the [docs/MODEL_ZOO.md](docs/MODEL_ZOO.md). ### Pose Tracking

Please read [trackers/README.md](trackers/) for details. ### CrowdPose

Please read [docs/CrowdPose.md](docs/CrowdPose.md) for details. ## Installation Please check out [docs/INSTALL.md](docs/INSTALL.md) ## Model Zoo Please check out [docs/MODEL_ZOO.md](docs/MODEL_ZOO.md) ## Quick Start - **Colab**: We provide a [colab example](https://colab.research.google.com/drive/14Zgotr2_F0LfvcpRi03uQdMvUbLQSgok?usp=sharing) for your quick start. - **Inference**: Inference demo ``` bash ./scripts/inference.sh ${CONFIG} ${CHECKPOINT} ${VIDEO_NAME} # ${OUTPUT_DIR}, optional ``` - **Training**: Train from scratch ``` bash ./scripts/train.sh ${CONFIG} ${EXP_ID} ``` - **Validation**: Validate your model on MSCOCO val2017 ``` bash ./scripts/validate.sh ${CONFIG} ${CHECKPOINT} ``` Examples: Demo using `FastPose` model. ``` bash ./scripts/inference.sh configs/coco/resnet/256x192_res50_lr1e-3_1x.yaml pretrained_models/fast_res50_256x192.pth ${VIDEO_NAME} #or python scripts/demo_inference.py --cfg configs/coco/resnet/256x192_res50_lr1e-3_1x.yaml --checkpoint pretrained_models/fast_res50_256x192.pth --indir examples/demo/ ``` Train `FastPose` on mscoco dataset. ``` bash ./scripts/train.sh ./configs/coco/resnet/256x192_res50_lr1e-3_1x.yaml exp_fastpose ``` More detailed inference options and examples, please refer to [GETTING_STARTED.md](docs/GETTING_STARTED.md) ## Common issue & FAQ Check out [faq.md](docs/faq.md) for faq. If it can not solve your problems or if you find any bugs, don't hesitate to comment on GitHub or make a pull request! ## Contributors AlphaPose is based on RMPE(ICCV'17), authored by [Hao-Shu Fang](https://fang-haoshu.github.io/), Shuqin Xie, [Yu-Wing Tai](https://scholar.google.com/citations?user=nFhLmFkAAAAJ&hl=en) and [Cewu Lu](http://www.mvig.org/), [Cewu Lu](http://mvig.sjtu.edu.cn/) is the corresponding author. Currently, it is maintained by [Jiefeng Li\*](http://jeff-leaf.site/), [Hao-shu Fang\*](https://fang-haoshu.github.io/), [Yuliang Xiu](http://xiuyuliang.cn/about/) and [Chao Xu](http://www.isdas.cn/). The main contributors are listed in [doc/contributors.md](docs/contributors.md). ## TODO - [x] Multi-GPU/CPU inference - [ ] 3D pose - [x] add tracking flag - [ ] PyTorch C++ version - [ ] Add MPII and AIC data - [ ] dense support - [x] small box easy filter - [x] Crowdpose support - [ ] Speed up PoseFlow - [ ] Add stronger/light detectors and the [mobile pose](https://github.com/YuliangXiu/MobilePose-pytorch) - [x] High level API We would really appreciate if you can offer any help and be the [contributor](docs/contributors.md) of AlphaPose. ## Citation Please cite these papers in your publications if it helps your research: @inproceedings{fang2017rmpe, title={{RMPE}: Regional Multi-person Pose Estimation}, author={Fang, Hao-Shu and Xie, Shuqin and Tai, Yu-Wing and Lu, Cewu}, booktitle={ICCV}, year={2017} } @article{li2018crowdpose, title={CrowdPose: Efficient Crowded Scenes Pose Estimation and A New Benchmark}, author={Li, Jiefeng and Wang, Can and Zhu, Hao and Mao, Yihuan and Fang, Hao-Shu and Lu, Cewu}, journal={arXiv preprint arXiv:1812.00324}, year={2018} } @inproceedings{xiu2018poseflow, author = {Xiu, Yuliang and Li, Jiefeng and Wang, Haoyu and Fang, Yinghong and Lu, Cewu}, title = {{Pose Flow}: Efficient Online Pose Tracking}, booktitle={BMVC}, year = {2018} } ## License AlphaPose is freely available for free non-commercial use, and may be redistributed under these conditions. For commercial queries, please drop an e-mail at mvig.alphapose[at]gmail[dot]com and cc lucewu[[at]sjtu[dot]edu[dot]cn. We will send the detail agreement to you.
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