CenterNet
DeepPoseKit
| CenterNet | DeepPoseKit | |
|---|---|---|
| 6 | 5 | |
| 7,101 | 379 | |
| - | - | |
| 0.0 | 0.0 | |
| about 1 year ago | almost 2 years ago | |
| Python | Python | |
| MIT License | Apache License 2.0 |
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CenterNet
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Seeking AI Model to Predict the Center of an Object in Images
CenterNet comes to mind
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[D] Cross Shape Artifact in Heatmap
Found relevant code at https://github.com/xingyizhou/CenterNet + all code implementations here
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CUDA errors while trying to run CenterNet
I am trying the implement this paper https://github.com/xingyizhou/CenterNet
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I want to create a pill counter using points instead of bounding boxes. What model should I train from?
Take a look at this centernet architecture.
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Using PyTorch and NumPy? You're making a mistake
Yeah, I'd run into this 2 years ago and ended up also reporting an issue on the Centernet repo [1]
The solution I have in that repo adapts from the very helpful discussions in the original Pytorch issue [2]
I will admit that this is *very* easy to mess up as evidenced by the fact that examples in the official tutorials for Pytorch and other well known code-bases suffer from it. In the Pytorch training framework I've developed at work, we've implemented a custom `worker_init_fn` as outlined in [1] that is the default for all "trainer" instances who are responsible for instantiating DataLoaders in 99% of our training runs.
[1] https://github.com/xingyizhou/CenterNet/issues/233
[2] https://github.com/pytorch/pytorch/issues/5059
- [P] Using PyTorch + NumPy? A bug that plagues thousands of open-source ML projects.
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
What are some alternatives?
yolov5 - YOLOv5 🚀 in PyTorch > ONNX > CoreML > TFLite
DeepLabCut - Official implementation of DeepLabCut: Markerless pose estimation of user-defined features with deep learning for all animals incl. humans
mmdetection - OpenMMLab Detection Toolbox and Benchmark
6DRepNet - Official Pytorch implementation of 6DRepNet: 6D Rotation representation for unconstrained head pose estimation.
Pytorch - Tensors and Dynamic neural networks in Python with strong GPU acceleration
PoseNDF - Implementation of Pose-NDF: Modeling Human Pose Manifolds with Neural Distance Fields
Kornia - Geometric Computer Vision Library for Spatial AI
reformer-pytorch - Reformer, the efficient Transformer, in Pytorch
pose-tensorflow - Human Pose estimation with TensorFlow framework
RSCalibration - Docs and scripts to estimate a camera's rolling shutter readout time
tensorflow - An Open Source Machine Learning Framework for Everyone
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