v1.0.0rc1

版本发布时间: 2023-03-15 17:50:53

open-mmlab/mmpose最新发布版本:v1.3.1(2024-01-11 20:39:57)

Highlights

Release RTMPose, a high-performance real-time pose estimation algorithm with cross-platform deployment and inference support. See details at the project page
Support several new algorithms: ViTPose (arXiv'2022), CID (CVPR'2022), DEKR (CVPR'2021)
Add Inferencer, a convenient inference interface that perform pose estimation and visualization on images, videos and webcam streams with only one line of code
Introduce Project, a new form for rapid and easy implementation of new algorithms and features in MMPose, which is more handy for community contributors

New Features

Support RTMPose (#1971, #2024, #2028, #2030, #2040, #2057)
Support Inferencer (#1969)
Support ViTPose (#1876, #2056, #2058， #2065)
Support CID (#1907)
Support DEKR (#1834, #1901)
Support training with multiple datasets (#1767, #1930, #1938, #2025)
Add project to allow rapid and easy implementation of new models and features (#1914)

Improvements

Improve documentation quality (#1846, #1858, #1872, #1899, #1925, #1945, #1952, #1990, #2023, #2042)
Support visualizing keypoint indices (#2051)
Support OpenPose style visualization (#2055)
Accelerate image transpose in data pipelines with tensor operation (#1976)
Support auto-import modules from registry (#1961)
Support keypoint partition metric (#1944)
Support SimCC 1D-heatmap visualization (#1912)
Support saving predictions and data metainfo in demos (#1814, #1879)
Support SimCC with DARK (#1870)
Remove Gaussian blur for offset maps in UDP-regress (#1815)
Refactor encoding interface of Codec for better extendibility and easier configuration (#1781)
Support evaluating CocoMetric without annotation file (#1722)
Improve unit tests (#1765)

Bug Fixes

Fix repeated warnings from different ranks (#2053)
Avoid frequent scope switching when using mmdet inference api (#2039)
Remove EMA parameters and message hub data when publishing model checkpoints (#2036)
Fix metainfo copying in dataset class (#2017)
Fix top-down demo bug when there is no object detected (#2007)
Fix config errors (#1882, #1906, #1995)
Fix image demo failure when GUI is unavailable (#1968)
Fix bug in AdaptiveWingLoss (#1953)
Fix incorrect importing of RepeatDataset which is deprecated (#1943)
Fix bug in bottom-up datasets that ignores images without instances (#1752, #1936)
Fix upstream dependency issues (#1867, #1921)
Fix evaluation issues and update results (#1763, #1773, #1780, #1850, #1868)
Fix local registry missing warnings (#1849)
Remove deprecated scripts for model deployment (#1845)
Fix a bug in input transformation in BaseHead (#1843)
Fix an interface mismatch with MMDetection in webcam demo (#1813)
Fix a bug in heatmap visualization that causes incorrect scale (#1800)
Add model metafiles (#1768)

New Contributors

Full Changelog: https://github.com/open-mmlab/mmpose/compare/v1.0.0rc0...v1.0.0rc1