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MMAction2 V1.0.0rc2 Release

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@ly015 ly015 released this 10 Jan 14:08
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Highlights

  • Support Action Recognition model VideoMAE(NeurIPS'2022), MVit V2(CVPR'2022), C2D and skeleton-based action recognition model STGCN++
  • Support Omni-Source training on ImageNet and Kinetics datasets
  • Support exporting spatial-temporal detection models to ONNX

New Features

  • Support VideoMAE (#1942)
  • Support MViT V2 (#2007)
  • Supoort C2D (#2022)
  • Support AVA-Kinetics dataset (#2080)
  • Support STGCN++ (#2156)
  • Support exporting spatial-temporal detection models to ONNX (#2148)
  • Support Omni-Source training on ImageNet and Kinetics datasets (#2143)

Improvements

  • Support repeat batch data augmentation (#2170)
  • Support calculating FLOPs tool powered by fvcore (#1997)
  • Support Spatial-temporal detection demo (#2019)
  • Add SyncBufferHook and add randomness config in train.py (#2044)
  • Refactor gradcam (#2049)
  • Support init_cfg in Swin and ViTMAE (#2055)
  • Refactor STGCN and related pipelines (#2087)
  • Refactor visualization tools (#2092)
  • Update SampleFrames transform and improve most models' performance (#1942)
  • Support real-time webcam demo (#2152)
  • Refactor and enhance 2s-AGCN (#2130)
  • Support adjusting fps in SampleFrame (#2157)

Bug Fixes

  • Fix CI upstream library dependency (#2000)
  • Fix SlowOnly readme typos and results (#2006)
  • Fix VideoSwin readme (#2010)
  • Fix tools and mim error (#2028)
  • Fix Imgaug wrapper (#2024)
  • Remove useless scripts (#2032)
  • Fix multi-view inference (#2045)
  • Update mmcv maximum version to 1.8.0 (#2047)
  • Fix torchserver dependency (#2053)
  • Fix gen_ntu_rgbd_raw script (#2076)
  • Update AVA-Kinetics experiment configs and results (#2099)
  • Add joint.pkl and bone.pkl used in multi-stream fusion tool (#2106)
  • Fix lint CI config (#2110)
  • Update testing accuracy for modified SampleFrames (#2117), (#2121), (#2122), (#2124), (#2125), (#2126), (#2129), (#2128)
  • Fix timm related bug (#1976)
  • Fix check_videos.py script (#2134)
  • Update CI maximum torch version to 1.13.0 (#2118)

Documentation

  • Add MMYOLO description in README (#2011)
  • Add v1.x introduction in README (#2023)
  • Fix link in README (#2035)
  • Refine some docs (#2038), (#2040), (#2058)
  • Update TSN/TSM Readme (#2082)
  • Add chinese document (#2083)
  • Adjust docment structure (#2088)
  • Fix Sth-Sth and Jester dataset links (#2103)
  • Fix doc link (#2131)