DeepPoseKit
6DRepNet
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| DeepPoseKit | 6DRepNet | |
|---|---|---|
| 5 | 4 | |
| 379 | 499 | |
| - | - | |
| 0.0 | 3.7 | |
| almost 2 years ago | about 1 month ago | |
| Python | Python | |
| Apache License 2.0 | MIT License |
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DeepPoseKit
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DeepLabCut alternatives - leap, DeepPoseKit, APT, sleap, and anipose
6 projects | 15 Jul 2022
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I want to create a pill counter using points instead of bounding boxes. What model should I train from?
Or a variation called DeepPoseKit - https://github.com/jgraving/DeepPoseKit which hasn't been as updated as recently but is easier to batch / code.
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How do I crop out the face mask from the images?
If you want to do the NN solution, I'd record some videos of the papers being held, toss those into DeepPoseKit to create my landmarks, then use a polygon mask to slice the image.
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Web app that digitizes the chessboard positions in pictures from any angle
To get the board corners I estimated them with deepposekit. https://github.com/jgraving/DeepPoseKit
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[R]How to go about non-reproducible research?
This is what I call a disgusting code : https://github.com/jgraving/deepposekit
6DRepNet
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How to do Human Head Segmentation from images?
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
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Head Pose Estimation
I found this was the easiest one to get installed and up and running: https://github.com/thohemp/6DRepNet
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[R] 6D Rotation Representation For Unconstrained Head Pose
Code for https://arxiv.org/abs/2202.12555 found: https://github.com/thohemp/6DRepNet
What are some alternatives?
DeepLabCut - Official implementation of DeepLabCut: Markerless pose estimation of user-defined features with deep learning for all animals incl. humans
pytorch-geodesic-loss - A PyTorch criterion for computing the distance between rotation matrices.
PoseNDF - Implementation of Pose-NDF: Modeling Human Pose Manifolds with Neural Distance Fields
PyTorch-VAE - A Collection of Variational Autoencoders (VAE) in PyTorch.
reformer-pytorch - Reformer, the efficient Transformer, in Pytorch
pytorch-learn-reinforcement-learning - A collection of various RL algorithms like policy gradients, DQN and PPO. The goal of this repo will be to make it a go-to resource for learning about RL. How to visualize, debug and solve RL problems. I've additionally included playground.py for learning more about OpenAI gym, etc.
RSCalibration - Docs and scripts to estimate a camera's rolling shutter readout time
Machine-Learning-Collection - A resource for learning about Machine learning & Deep Learning
pycopent - Estimating Copula Entropy (Mutual Information), Transfer Entropy (Conditional Mutual Information), and the statistics for multivariate normality test and two-sample test, and change point detection in Python
LSTM-FCN - Codebase for the paper LSTM Fully Convolutional Networks for Time Series Classification