Roadmap

[caizhongang]

Updates

• 2022-01-04 v0.4.0 released. Check out our roadmap to v0.5.0!
• 2022-02-12 v0.5.0 released. Check out our roadmap to v0.6.0!
• 2022-04-01 v0.6.0 released. Check out our roadmap to v0.7.0!
• 2022-04-30 v0.7.0 released. Check out our roadmap to v0.8.0!
• 2022-06-01 v0.8.0 released. Check out our roadmap to v0.9.0!
• 2022-07-13 v0.9.0 released. Check out our roadmap to v0.10.0!

Backlog

More updates in the backlog (to be included in future releases):

• Support point cloud-based methods
• Collaboration with MMRazor and MMDeploy for mobile deployment
• Support generation of init params for custom datasets
• Support backbone feature extraction for custom datasets
• Save inference output in fbx
• Support methods for accurate shape estimation
• Support temporal fitting methods

Links

Please add a comment in wishlist if you have any feature request!

[caizhongang]

Roadmap towards v0.5.0 (released on 2022-02-12, full release notes):

• Support new data structure SMC for new dataset HuMMan that will soon be released
• Support for multi-GPU training/testing without slurm
• Support training-time validation and additional metrics such as PVE
• Bug fixes in data augmentation for more stable training
• Stronger HybrIK baseline (PA-MPJPE 49.02 on 3DPW)

Some features have been delayed to v0.6.0:

• Refactor differentiable renderers and support UV map rendering

[caizhongang]

Roadmap towards v0.6.0 (released on 2022-04-01, full release notes)

• Add HumanDataCache that requires 96% less RAM during training
• Refactor differentiable renderers and support UV map rendering
• Support slice/concat operations for HumanData

[caizhongang]

Roadmap towards v0.7.0 (released on 2022-04-30, full release notes)

• Support PARE (better than the official implementation)
• Support DeciWatch (added by paper authors)
• Add GTA-Human HMR baseline (official release)
• Support saving inference results

[caizhongang]

Roadmap towards v0.8.0 (released on 2022-06-01, full release notes)

• Support SmoothNet (added by paper authors)
• Fix circular import and up to 2.5x speed up in module initialization
• Add documentations in Chinese

Features that are delayed to v0.9.0:

• Support ROMP
• Support ExPose

[caizhongang]

Roadmap towards v0.9.0 (released on 2022-07-13, full release notes)

• Support ExPose
• Support new body model STAR
• Release of GTA-Human dataset with more baselines (SPIN-FT and PARE-FT)
• Refactor registration and improve performance of SPIN

Features the are delayed to v0.10.0:

• Support ROMP
• Upgrade HumanData to support multi-person/video data

[caizhongang]

Roadmap towards v0.10.0

• Support ROMP
• Support BEV
• Support PIXIE
• Release of HuMMan dataset and toolbox
• Upgrade HumanData to support multi-person/video data

[akk-123]

when will release v0.10.0? @caizhongang