openpifpaf vs human-action-classification

openpifpaf

Official implementation of "OpenPifPaf: Composite Fields for Semantic Keypoint Detection and Spatio-Temporal Association" in PyTorch. (by openpifpaf)

Source Code

openpifpaf.github.io

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This repository allows you to classify 40 different human actions. Pose detection, estimation and classification is also performed. Poses are classified into sitting, upright and lying down. (by dronefreak)

pose-estimation pose-classification human-action-recognition convolutional-neural-networks Computer Vision

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openpifpaf		human-action-classification
	Project
1	Mentions	1
1,127	Stars	199
0.9%	Growth	-
4.4	Activity	1.8
4 months ago	Latest Commit	over 2 years ago
Python	Language	Python
GNU General Public License v3.0 or later	License	MIT License

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.

openpifpaf

Posts with mentions or reviews of openpifpaf. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2021-05-02.

Human Pose Estimation Recommendation
3 projects | /r/computervision | 2 May 2021

OpenPifPaf is decent, easier to install on newer systems than OpenPose imo.

human-action-classification

Posts with mentions or reviews of human-action-classification. We have used some of these posts to build our list of alternatives and similar projects.

Exercise recognition using HRNet
1 project | /r/computervision | 19 Mar 2021

Train another classification model for each exercise which will be feed with image with drawn keypoints. Something like this - https://github.com/dronefreak/human-action-classification

What are some alternatives?

When comparing openpifpaf and human-action-classification you can also consider the following projects:

mmpose - OpenMMLab Pose Estimation Toolbox and Benchmark.

Mask-RCNN-TF2 - Mask R-CNN for object detection and instance segmentation on Keras and TensorFlow 2.0

AlphaPose - Real-Time and Accurate Full-Body Multi-Person Pose Estimation&Tracking System

ActionAI - Real-Time Spatio-Temporally Localized Activity Detection by Tracking Body Keypoints

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.

fashion-mnist - A MNIST-like fashion product database. Benchmark :point_down:

posenet-python - A Python port of Google TensorFlow.js PoseNet (Real-time Human Pose Estimation)

AI-basketball-analysis - :basketball::robot::basketball: AI web app and API to analyze basketball shots and shooting pose.

tensorflow_Realtime_Multi-Person_Pose_Estimation - Multi-Person Pose Estimation project for Tensorflow 2.0 with a small and fast model based on MobilenetV3

Keypoint_Communities - [ICCV '21] In this repository you find the code to our paper "Keypoint Communities".

kapao - KAPAO is an efficient single-stage human pose estimation model that detects keypoints and poses as objects and fuses the detections to predict human poses.