DeepLabCut
Official implementation of DeepLabCut: Markerless pose estimation of user-defined features with deep learning for all animals incl. humans (by DeepLabCut)
pose-tensorflow
Human Pose estimation with TensorFlow framework (by eldar)
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| DeepLabCut | pose-tensorflow | |
|---|---|---|
| 12 | 1 | |
| 4,283 | 1,133 | |
| 2.2% | - | |
| 8.7 | 10.0 | |
| 12 days ago | over 4 years ago | |
| Python | C++ | |
| GNU Lesser General Public License v3.0 only | GNU Lesser General Public License v3.0 only |
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
DeepLabCut
Posts with mentions or reviews of DeepLabCut.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2022-07-15.
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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 ?
pose-tensorflow
Posts with mentions or reviews of pose-tensorflow.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2022-01-01.
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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
What are some alternatives?
When comparing DeepLabCut and pose-tensorflow you can also consider the following projects:
DeepPoseKit - a toolkit for pose estimation using deep learning
mmdetection - OpenMMLab Detection Toolbox and Benchmark
yolov5 - YOLOv5 🚀 in PyTorch > ONNX > CoreML > TFLite
CenterNet - Object detection, 3D detection, and pose estimation using center point detection:
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.
sleap - A deep learning framework for multi-animal pose tracking.
OpenCV - Open Source Computer Vision Library
Hekate-Toolbox - A toolbox for Hekate
SuperGluePretrainedNetwork - SuperGlue: Learning Feature Matching with Graph Neural Networks (CVPR 2020, Oral)
DeepLabCut vs DeepPoseKit
pose-tensorflow vs mmdetection
DeepLabCut vs yolov5
pose-tensorflow vs CenterNet
DeepLabCut vs lightweight-human-pose-estimation.pytorch
pose-tensorflow vs yolov5
DeepLabCut vs sleap
pose-tensorflow vs OpenCV
DeepLabCut vs OpenCV
pose-tensorflow vs DeepPoseKit
DeepLabCut vs Hekate-Toolbox
DeepLabCut vs SuperGluePretrainedNetwork