pose-tensorflow
CenterNet
pose-tensorflow | CenterNet | |
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1 | 6 | |
1,133 | 7,101 | |
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10.0 | 0.0 | |
over 4 years ago | about 1 year ago | |
C++ | Python | |
GNU Lesser General Public License v3.0 only | MIT License |
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pose-tensorflow
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I want to create a pill counter using points instead of bounding boxes. What model should I train from?
Also DeepLabCut uses primarily videos. It's built on the stacked hourglass method from this repo: https://github.com/eldar/pose-tensorflow
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.
What are some alternatives?
mmdetection - OpenMMLab Detection Toolbox and Benchmark
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
Pytorch - Tensors and Dynamic neural networks in Python with strong GPU acceleration
OpenCV - Open Source Computer Vision Library
Kornia - Geometric Computer Vision Library for Spatial AI
DeepPoseKit - a toolkit for pose estimation using deep learning
tensorflow - An Open Source Machine Learning Framework for Everyone