ZIP基于CLIP模型的视频文本检索设计与实现 5.01MB

qq9579249

资源文件列表:

video-text-retrieval-main.zip 大约有262个文件
  1. video-text-retrieval-main/
  2. video-text-retrieval-main/README.md 3.67KB
  3. video-text-retrieval-main/code/
  4. video-text-retrieval-main/code/Graduation_Project/
  5. video-text-retrieval-main/code/Graduation_Project/.idea/
  6. video-text-retrieval-main/code/Graduation_Project/.idea/Graduation_Project.iml 619B
  7. video-text-retrieval-main/code/Graduation_Project/.idea/inspectionProfiles/
  8. video-text-retrieval-main/code/Graduation_Project/.idea/inspectionProfiles/Project_Default.xml 4.65KB
  9. video-text-retrieval-main/code/Graduation_Project/.idea/inspectionProfiles/profiles_settings.xml 174B
  10. video-text-retrieval-main/code/Graduation_Project/.idea/misc.xml 215B
  11. video-text-retrieval-main/code/Graduation_Project/.idea/modules.xml 288B
  12. video-text-retrieval-main/code/Graduation_Project/.idea/workspace.xml 1.11KB
  13. video-text-retrieval-main/code/Graduation_Project/Graduation_Project/
  14. video-text-retrieval-main/code/Graduation_Project/Graduation_Project/__init__.py
  15. video-text-retrieval-main/code/Graduation_Project/Graduation_Project/__pycache__/
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  17. video-text-retrieval-main/code/Graduation_Project/Graduation_Project/__pycache__/settings.cpython-39.pyc 2.57KB
  18. video-text-retrieval-main/code/Graduation_Project/Graduation_Project/__pycache__/urls.cpython-39.pyc 1.05KB
  19. video-text-retrieval-main/code/Graduation_Project/Graduation_Project/__pycache__/wsgi.cpython-39.pyc 667B
  20. video-text-retrieval-main/code/Graduation_Project/Graduation_Project/asgi.py 413B
  21. video-text-retrieval-main/code/Graduation_Project/Graduation_Project/settings.py 3.7KB
  22. video-text-retrieval-main/code/Graduation_Project/Graduation_Project/urls.py 807B
  23. video-text-retrieval-main/code/Graduation_Project/Graduation_Project/wsgi.py 413B
  24. video-text-retrieval-main/code/Graduation_Project/README.md 1.89KB
  25. video-text-retrieval-main/code/Graduation_Project/VideoSearchSystem/
  26. video-text-retrieval-main/code/Graduation_Project/VideoSearchSystem/Model/
  27. video-text-retrieval-main/code/Graduation_Project/VideoSearchSystem/Model/AIM.py 6.16KB
  28. video-text-retrieval-main/code/Graduation_Project/VideoSearchSystem/Model/CLIP4Clip.py 4.1KB
  29. video-text-retrieval-main/code/Graduation_Project/VideoSearchSystem/Model/My_Model.py 4.99KB
  30. video-text-retrieval-main/code/Graduation_Project/VideoSearchSystem/Model/__pycache__/
  31. video-text-retrieval-main/code/Graduation_Project/VideoSearchSystem/Model/__pycache__/AIM.cpython-39.pyc 4.67KB
  32. video-text-retrieval-main/code/Graduation_Project/VideoSearchSystem/Model/__pycache__/CLIP4Clip.cpython-39.pyc 3.81KB
  33. video-text-retrieval-main/code/Graduation_Project/VideoSearchSystem/Model/__pycache__/My_Model.cpython-39.pyc 5KB
  34. video-text-retrieval-main/code/Graduation_Project/VideoSearchSystem/Model/clip/
  35. video-text-retrieval-main/code/Graduation_Project/VideoSearchSystem/Model/clip/__init__.py 20B
  36. video-text-retrieval-main/code/Graduation_Project/VideoSearchSystem/Model/clip/__pycache__/
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  42. video-text-retrieval-main/code/Graduation_Project/VideoSearchSystem/Model/clip/__pycache__/model.cpython-39.pyc 16.1KB
  43. video-text-retrieval-main/code/Graduation_Project/VideoSearchSystem/Model/clip/__pycache__/simple_tokenizer.cpython-38.pyc 7.76KB
  44. video-text-retrieval-main/code/Graduation_Project/VideoSearchSystem/Model/clip/__pycache__/simple_tokenizer.cpython-39.pyc 7.71KB
  45. video-text-retrieval-main/code/Graduation_Project/VideoSearchSystem/Model/clip/bpe_simple_vocab_16e6.txt.gz 1.29MB
  46. video-text-retrieval-main/code/Graduation_Project/VideoSearchSystem/Model/clip/clip.py 9.83KB
  47. video-text-retrieval-main/code/Graduation_Project/VideoSearchSystem/Model/clip/model.py 22KB
  48. video-text-retrieval-main/code/Graduation_Project/VideoSearchSystem/Model/clip/simple_tokenizer.py 8.53KB
  49. video-text-retrieval-main/code/Graduation_Project/VideoSearchSystem/TensorDataBase/
  50. video-text-retrieval-main/code/Graduation_Project/VideoSearchSystem/TensorDataBase/TensorDataBase.py 4.48KB
  51. video-text-retrieval-main/code/Graduation_Project/VideoSearchSystem/TensorDataBase/__init__.py
  52. video-text-retrieval-main/code/Graduation_Project/VideoSearchSystem/TensorDataBase/__pycache__/
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  54. video-text-retrieval-main/code/Graduation_Project/VideoSearchSystem/TensorDataBase/__pycache__/__init__.cpython-39.pyc 188B
  55. video-text-retrieval-main/code/Graduation_Project/VideoSearchSystem/TensorDataBase/construct.py 7.47KB
  56. video-text-retrieval-main/code/Graduation_Project/VideoSearchSystem/TensorDataBase/construct_dataloader.py 1.38KB
  57. video-text-retrieval-main/code/Graduation_Project/VideoSearchSystem/Tools.py 7.76KB
  58. video-text-retrieval-main/code/Graduation_Project/VideoSearchSystem/VideoSearchSystem.py 5.14KB
  59. video-text-retrieval-main/code/Graduation_Project/VideoSearchSystem/__init__.py
  60. video-text-retrieval-main/code/Graduation_Project/VideoSearchSystem/__pycache__/
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  65. video-text-retrieval-main/code/Graduation_Project/VideoSearchSystem/get_args.py 5.61KB
  66. video-text-retrieval-main/code/Graduation_Project/VideoSearchSystem/preprocess/
  67. video-text-retrieval-main/code/Graduation_Project/VideoSearchSystem/preprocess/dataloader_keyFrame.py 3.51KB
  68. video-text-retrieval-main/code/Graduation_Project/VideoSearchSystem/preprocess/frame_extract/
  69. video-text-retrieval-main/code/Graduation_Project/VideoSearchSystem/preprocess/frame_extract/__init__.py
  70. video-text-retrieval-main/code/Graduation_Project/VideoSearchSystem/preprocess/frame_extract/__pycache__/
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  72. video-text-retrieval-main/code/Graduation_Project/VideoSearchSystem/preprocess/frame_extract/__pycache__/frame_extract_tool.cpython-39.pyc 5.52KB
  73. video-text-retrieval-main/code/Graduation_Project/VideoSearchSystem/preprocess/frame_extract/__pycache__/keyFrameExtractor_Uniform.cpython-39.pyc 1.56KB
  74. video-text-retrieval-main/code/Graduation_Project/VideoSearchSystem/preprocess/frame_extract/__pycache__/keyFrameExtractor_diff.cpython-39.pyc 4.84KB
  75. video-text-retrieval-main/code/Graduation_Project/VideoSearchSystem/preprocess/frame_extract/frame_extract_tool.py 7.39KB
  76. video-text-retrieval-main/code/Graduation_Project/VideoSearchSystem/preprocess/frame_extract/keyFrameExtractor_IFrame.py 809B
  77. video-text-retrieval-main/code/Graduation_Project/VideoSearchSystem/preprocess/frame_extract/keyFrameExtractor_Uniform.py 2.05KB
  78. video-text-retrieval-main/code/Graduation_Project/VideoSearchSystem/preprocess/frame_extract/keyFrameExtractor_diff.py 5.7KB
  79. video-text-retrieval-main/code/Graduation_Project/VideoSearchSystem/preprocess/train.csv文件创建.py 1.94KB
  80. video-text-retrieval-main/code/Graduation_Project/db.sqlite3 1.27MB
  81. video-text-retrieval-main/code/Graduation_Project/manage.py 674B
  82. video-text-retrieval-main/code/Graduation_Project/requirements.txt 81B
  83. video-text-retrieval-main/code/Graduation_Project/static/
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  134. video-text-retrieval-main/code/VideoSearchSystem/
  135. video-text-retrieval-main/code/VideoSearchSystem/Model/
  136. video-text-retrieval-main/code/VideoSearchSystem/Model/AIM.py 6.16KB
  137. video-text-retrieval-main/code/VideoSearchSystem/Model/CLIP4Clip.py 4.08KB
  138. video-text-retrieval-main/code/VideoSearchSystem/Model/My_Model.py 4.99KB
  139. video-text-retrieval-main/code/VideoSearchSystem/Model/clip/
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  154. video-text-retrieval-main/code/VideoSearchSystem/README.md 2.53KB
  155. video-text-retrieval-main/code/VideoSearchSystem/TensorDataBase/
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  161. video-text-retrieval-main/code/VideoSearchSystem/VideoSearchSystem.py 5.13KB
  162. video-text-retrieval-main/code/VideoSearchSystem/__init__.py
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  164. video-text-retrieval-main/code/VideoSearchSystem/preprocess/
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  166. video-text-retrieval-main/code/VideoSearchSystem/preprocess/frame_extract/
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  216. video-text-retrieval-main/code/train/modules/clip/clip.py 9.83KB
  217. video-text-retrieval-main/code/train/modules/clip/model.py 22KB
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  220. video-text-retrieval-main/code/train/modules/optimization.py 7.09KB
  221. video-text-retrieval-main/code/train/requirements.txt 203B
  222. video-text-retrieval-main/code/train/util.py 2.44KB
  223. video-text-retrieval-main/code/其他/
  224. video-text-retrieval-main/code/其他/.idea/
  225. video-text-retrieval-main/code/其他/.idea/inspectionProfiles/
  226. video-text-retrieval-main/code/其他/.idea/inspectionProfiles/Project_Default.xml 4.65KB
  227. video-text-retrieval-main/code/其他/.idea/inspectionProfiles/profiles_settings.xml 174B
  228. video-text-retrieval-main/code/其他/.idea/misc.xml 211B
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  230. video-text-retrieval-main/code/其他/.idea/workspace.xml 1.11KB
  231. video-text-retrieval-main/code/其他/.idea/其他.iml 500B
  232. video-text-retrieval-main/code/其他/MSVD数据集csv创建.py 1.74KB
  233. video-text-retrieval-main/code/其他/README.md 157B
  234. video-text-retrieval-main/code/其他/inputs.txt 40.13KB
  235. video-text-retrieval-main/code/其他/inputs1.txt 40.13KB
  236. video-text-retrieval-main/code/其他/inputs2.txt 37.06KB
  237. video-text-retrieval-main/code/其他/temp/
  238. video-text-retrieval-main/code/其他/temp/Tools.py 1.69KB
  239. video-text-retrieval-main/code/其他/temp/__init__.py
  240. video-text-retrieval-main/code/其他/temp/__pycache__/
  241. video-text-retrieval-main/code/其他/temp/__pycache__/Tools.cpython-39.pyc 1.79KB
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  243. video-text-retrieval-main/code/其他/temp/__pycache__/frame_extract_tool.cpython-39.pyc 5.48KB
  244. video-text-retrieval-main/code/其他/temp/__pycache__/keyFrameExtractor_Uniform.cpython-39.pyc 1.51KB
  245. video-text-retrieval-main/code/其他/temp/__pycache__/keyFrameExtractor_diff.cpython-39.pyc 4.79KB
  246. video-text-retrieval-main/code/其他/temp/frame_extract_tool.py 7.33KB
  247. video-text-retrieval-main/code/其他/temp/keyFrameExtractor_Uniform.py 2.05KB
  248. video-text-retrieval-main/code/其他/temp/keyFrameExtractor_diff.py 5.81KB
  249. video-text-retrieval-main/code/其他/去除重复行.py 849B
  250. video-text-retrieval-main/code/其他/数据统计.py 2.62KB
  251. video-text-retrieval-main/code/其他/数据统计_recall.py 3.22KB
  252. video-text-retrieval-main/code/其他/数据统计_画图.py 4.19KB
  253. video-text-retrieval-main/code/其他/测试jpg_png.py 582B
  254. video-text-retrieval-main/code/其他/测试ln_and_bn.py 1.41KB
  255. video-text-retrieval-main/code/其他/测试pickle和pandas性能.py 2.05KB
  256. video-text-retrieval-main/code/其他/画diff图.py 682B
  257. video-text-retrieval-main/image/
  258. video-text-retrieval-main/image/检索结果展示页面.jpg 274.84KB
  259. video-text-retrieval-main/image/模型整体结构.svg 8.14KB
  260. video-text-retrieval-main/image/用户搜索视频流程图.svg 10.56KB
  261. video-text-retrieval-main/image/算法整体结构.svg 8.44KB
  262. video-text-retrieval-main/image/视频播放页面.jpg 208.02KB

资源介绍:

针对现有基于CLIP预训练模型方法存在的训练时间长、模型规模大等问题，本文在CLIP4Clip模型的基础上，采用关键帧保存方案和Adapter Tuning低参数量微调，提高了计算资源有限情况下的训练效率和模型性能。 训练速度方面，本文首先采用帧保存方案，将视频库中的关键帧提取并保存为图片，从而加快数据加载速度，将训练速度提高了14.6倍；然后采用AIM模型的Adapter设计方案，在CLIP4Clip模型中插入可训练的Adapter层，只训练少量参数实现快速收敛，最终实现训练速度提高34倍。 模型性能方面，论文证明了平均选取视频关键帧，比按照最大帧间差选取视频关键帧的效果更优；然后证明了AIM在视频检索领域的有效性；并可以使用AIM来提高模型性能，将模型在MSR-VTT数据集上的R@1从42.2%提升至43.4%，R@5从70.2%提升为71.1%。 本文设计并实现了一个视频文本检索系统，为了保障系统的检索速度，搭建了向量数据库，并测试了不同数据保存方式的数据存取速度。系统使用Django搭建了Web端应用，实现了多种功能需求，展示了本文方法在视频文本检索系统中的应用效果和潜力。
# 毕业设计：《基于CLIP模型的视频文本检索设计与实现》 ### 主要内容 针对现有基于CLIP预训练模型方法存在的训练时间长、模型规模大等问题，本文在CLIP4Clip模型的基础上，采用关键帧保存方案和Adapter Tuning低参数量微调，提高了计算资源有限情况下的训练效率和模型性能。 1. 训练速度方面，本文首先采用帧保存方案，将视频库中的关键帧提取并保存为图片，从而加快数据加载速度，将训练速度提高了14.6倍；然后采用AIM模型的Adapter设计方案，在CLIP4Clip模型中插入可训练的Adapter层，只训练少量参数实现快速收敛，最终实现训练速度提高34倍。 2. 模型性能方面，论文证明了平均选取视频关键帧，比按照最大帧间差选取视频关键帧的效果更优；然后证明了AIM在视频检索领域的有效性；并可以使用AIM来提高模型性能，将模型在MSR-VTT数据集上的R@1从42.2%提升至43.4%，R@5从70.2%提升为71.1%。 3. 本文设计并实现了一个视频文本检索系统，为了保障系统的检索速度，搭建了向量数据库，并测试了不同数据保存方式的数据存取速度。系统使用Django搭建了Web端应用，实现了多种功能需求，展示了本文方法在视频文本检索系统中的应用效果和潜力。 关键词：视频文本检索；CLIP模型；CLIP4Clip模型；低参数量微调；训练加速 ### 技术实现 1. 模型基于[CLIP](https://github.com/openai/CLIP)、[CLIP4Clip](https://github.com/ArrowLuo/CLIP4Clip)、[AIM](https://github.com/taoyang1122/adapt-image-models)，数据集主要使用[MSR-VTT](http://ms-multimedia-challenge.com/2017/dataset)； 2. 界面后端由Django实现； ### 图片 <center> <img style="border-radius: 0.3125em; box-shadow: 0 2px 4px 0 rgba(34,36,38,.12),0 2px 10px 0 rgba(34,36,38,.08);" src="image/检索结果展示页面.jpg" width = "80%" alt=""/> <br> <div style="color:orange; border-bottom: 1px solid #d9d9d9; display: inline-block; color: #999; padding: 2px;"> 检索结果展示页面 </div> </center> <center> <img style="border-radius: 0.3125em; box-shadow: 0 2px 4px 0 rgba(34,36,38,.12),0 2px 10px 0 rgba(34,36,38,.08);" src="image/视频播放页面.jpg" width = "80%" alt=""/> <br> <div style="color:orange; border-bottom: 1px solid #d9d9d9; display: inline-block; color: #999; padding: 2px;"> 视频播放页面 </div> </center> <center> <img style="border-radius: 0.3125em; box-shadow: 0 2px 4px 0 rgba(34,36,38,.12),0 2px 10px 0 rgba(34,36,38,.08);" height = "400" src="image/用户搜索视频流程图.svg" width = "60%" alt=""/> <br> <div style="color:orange; border-bottom: 1px solid #d9d9d9; display: inline-block; color: #999; padding: 2px;"> 用户搜索视频流程图 </div> </center> <center> <img style="border-radius: 0.3125em; box-shadow: 0 2px 4px 0 rgba(34,36,38,.12),0 2px 10px 0 rgba(34,36,38,.08);" height = "200" src="image/算法整体结构.svg" width = "60%" alt=""/> <br> <div style="color:orange; border-bottom: 1px solid #d9d9d9; display: inline-block; color: #999; padding: 2px;"> 算法整体结构 </div> </center> <center> <img style="border-radius: 0.3125em; box-shadow: 0 2px 4px 0 rgba(34,36,38,.12),0 2px 10px 0 rgba(34,36,38,.08);" height = "200" src="image/模型整体结构.svg" width = "60%" alt=""/> <br> <div style="color:orange; border-bottom: 1px solid #d9d9d9; display: inline-block; color: #999; padding: 2px;"> 模型整体结构 </div> </center>
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