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mks0601 / 3DMPPE_POSENET_RELEASE

Official PyTorch implementation of "Camera Distance-aware Top-down Approach for 3D Multi-person Pose Estimation from a Single RGB Image", ICCV 2019
MIT License
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Aspect ratio preserving Boxes and Humans in close proximity #102

Open nikhilchh opened 2 years ago

nikhilchh commented 2 years ago

Aspect ratio preserving Boxes leads to huge square boxes which ends up covering multiple humans in one box. Therefore for scenario where we have humans close to each other , the model end up missing some humans and detect duplicate key points for same humans. image

Is there a remedy to such situations ?

mks0601 commented 2 years ago

My new work: https://arxiv.org/abs/2104.07300

nikhilchh commented 2 years ago

Questions for new paper: 1- Do you provide root relative 3d pose or absolute 3d pose in the new paper ? 2- When you crop one person and analyse only that portion of the image, does the model not miss the contextual information from image-surrounding the person ? That could have been important for absolute depth-scale estimation. 3- Is the code released already ?

mks0601 commented 2 years ago
  1. root-relative
  2. you're right. several recent works address that problem. See HMOR (ECCV 220)
  3. will be released upon acceptance.