DeepLabCut
DeepPoseKit
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DeepLabCut | DeepPoseKit | |
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12 | 5 | |
4,283 | 379 | |
2.2% | - | |
8.7 | 0.0 | |
12 days ago | almost 2 years ago | |
Python | Python | |
GNU Lesser General Public License v3.0 only | Apache License 2.0 |
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DeepLabCut
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Landmark tracking / Pose estimation model training in TensorFlow :
Use DeepLabCut, I also strongly suggest that you should fund their work: https://github.com/DeepLabCut/DeepLabCut
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DeepLabCut alternatives - leap, DeepPoseKit, APT, sleap, and anipose
6 projects | 15 Jul 2022
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Help: Using CV to recognize angles and lines from a picture
DeepLabCut is also worth mentioning here
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Backyard AI dog poop detector walkthrough
1 - Detecting the dog's body parts was the most difficult portion of this, and thankfully I stumbled upon DeepLabCut (https://github.com/DeepLabCut/DeepLabCut) which enables training a model to track a specific animal(s) posture. In the video, this is basically the dots that are overlayed on top of the dog, and follower her around. DeepLabCut is basically just saying that this is where it thinks it recognizes "spine" and "tail".
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Built a dog poop detector for my backyard
I used https://github.com/DeepLabCut/DeepLabCut for the core dog tracking capability, then I wrote the code that analyzes the posture (output by the model, trained via DeepLabCut) of the dog.
I built a dog poop detector for my backyard using DeepLabCut (https://github.com/DeepLabCut/DeepLabCut) and some janky poop detection heuristics I wrote that processed on the detected posture of my dog, if it's in the frame of my security camera. If it detects my dog pooping, it will record the location in a CSV and draw all the locations on an up to date image of my backyard.
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[P] Built a dog poop detector for my backyard
Also, check out DeepLabCut. My project wouldn't have been possible without it, and it's really cool: https://github.com/DeepLabCut/DeepLabCut
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I want to create a pill counter using points instead of bounding boxes. What model should I train from?
Well you could try DeepLabCut - https://github.com/DeepLabCut/DeepLabCut
- DeepLabCut: Deep-learning based markerless pose estimation for all animals
- Can AI make 3d model using my 2d photos ?
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
6DRepNet - Official Pytorch implementation of 6DRepNet: 6D Rotation representation for unconstrained head pose estimation.
lightweight-human-pose-estimation.pytorch - Fast and accurate human pose estimation in PyTorch. Contains implementation of "Real-time 2D Multi-Person Pose Estimation on CPU: Lightweight OpenPose" paper.
PoseNDF - Implementation of Pose-NDF: Modeling Human Pose Manifolds with Neural Distance Fields
sleap - A deep learning framework for multi-animal pose tracking.
reformer-pytorch - Reformer, the efficient Transformer, in Pytorch
OpenCV - Open Source Computer Vision Library
RSCalibration - Docs and scripts to estimate a camera's rolling shutter readout time
Hekate-Toolbox - A toolbox for Hekate
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
pose-tensorflow - Human Pose estimation with TensorFlow framework
LSTM-FCN - Codebase for the paper LSTM Fully Convolutional Networks for Time Series Classification