6DRepNet

Official Pytorch implementation of 6DRepNet: 6D Rotation representation for unconstrained head pose estimation. (by thohemp)

6DRepNet Alternatives

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6DRepNet reviews and mentions

Posts with mentions or reviews of 6DRepNet. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2023-03-27.
  • How to do Human Head Segmentation from images?
    4 projects | /r/computervision | 27 Mar 2023
    Well so it sounds like you want to do something like DeepFaceLab? I don't have a lot of experience with that but I believe they collect facial images based on their angles (pitch, roll and yaw) and match and merge them together. So something like this might help you there: https://github.com/thohemp/6DRepNet
  • [R] 6D Rotation Representation For Unconstrained Head Pose
    3 projects | /r/MachineLearning | 3 Mar 2022
    Abstract: In this paper, we present a method for unconstrained end-to-end head pose estimation. We address the problem of ambiguous rotation labels by introducing the rotation matrix formalism for our ground truth data and propose a continuous 6D rotation matrix representation for efficient and robust direct regression. This way, our method can learn the full rotation appearance which is contrary to previous approaches that restrict the pose prediction to a narrow-angle for satisfactory results. In addition, we propose a geodesic distance-based loss to penalize our network with respect to the SO(3) manifold geometry. Experiments on the public AFLW2000 and BIWI datasets demonstrate that our proposed method significantly outperforms other state-of-the-art methods by up to 20%. We open-source our training and testing code along with our pre-trained models: https://github.com/thohemp/6DRepNet.
    3 projects | /r/MachineLearning | 3 Mar 2022
    Code for https://arxiv.org/abs/2202.12555 found: https://github.com/thohemp/6DRepNet
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20 days ago
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