Human Activity Recognition ML Frameworks

Frameworks and datasets for recognizing human actions and activities from video, sensor, or pose data. Includes temporal models, multi-modal approaches, and group activity recognition. Does NOT include animal behavior classification, gesture control interfaces, or pose estimation as primary objectives.

There are 64 human activity recognition frameworks tracked. 3 score above 50 (established tier). The highest-rated is OxWearables/stepcount at 62/100 with 52 stars and 826 monthly downloads.

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#	Framework	Score	Tier	Stars	Language
1	OxWearables/stepcount Improved Step Counting via Foundation Models for Wrist-Worn Accelerometers	62	Established	52	Jupyter Notebook
2	OxWearables/actinet An activity classification model based on self-supervised learning for...	56	Established	12	Python
3	guillaume-chevalier/LSTM-Human-Activity-Recognition Human Activity Recognition example using TensorFlow on smartphone sensors...	51	Established	3,549	Jupyter Notebook
4	felixchenfy/Realtime-Action-Recognition Apply ML to the skeletons from OpenPose; 9 actions; multiple people....	44	Emerging	940	Python
5	aqibsaeed/Human-Activity-Recognition-using-CNN Convolutional Neural Network for Human Activity Recognition in Tensorflow	44	Emerging	486	Jupyter Notebook
6	mmalekzadeh/motion-sense MotionSense Dataset for Human Activity and Attribute Recognition (...	43	Emerging	363	Jupyter Notebook
7	Retsediv/WIFI_CSI_based_HAR Human Activity Recognition based on WiFi Channel State Information	42	Emerging	197	Jupyter Notebook
8	OxWearables/ssl-wearables Self-supervised learning for wearables using the UK-Biobank (>700,000 person-days)	40	Emerging	148	Jupyter Notebook
9	haoranD/Awesome-Human-Activity-Recognition An up-to-date & curated list of Awesome IMU-based Human Activity...	38	Emerging	331	—
10	mariusbock/dl-for-har Improving Deep Learning for HAR with shallow LSTMs (best paper award), Bock...	38	Emerging	62	Jupyter Notebook
11	markub3327/HAR-Transformer Transformer for Human Activity Recognition	37	Emerging	77	Jupyter Notebook
12	takumiw/Deep-Learning-for-Human-Activity-Recognition Keras implementation of CNN, DeepConvLSTM, and SDAE and LightGBM for...	37	Emerging	74	Jupyter Notebook
13	aqibsaeed/On-device-activity-recognition Personalized machine learning on the smartphone	36	Emerging	60	Java
14	kracwarlock/action-recognition-visual-attention Action recognition using soft attention based deep recurrent neural networks	36	Emerging	353	Jupyter Notebook
15	jindongwang/MachineLearning 一些关于机器学习的学习资料与研究介绍	36	Emerging	2,006	—
16	curiousily/TensorFlow-on-Android-for-Human-Activity-Recognition-with-LSTMs iPython notebook and Android app that shows how to build LSTM model in...	35	Emerging	196	Jupyter Notebook
17	iantangc/SelfHAR Improving Human Activity Recognition through Self-training with Unlabeled Data	35	Emerging	42	Python
18	DiFronzo/LSTM-for-Human-Activity-Recognition-classification Deep convolutional and LSTM feature extraction approach with 784 features.	34	Emerging	8	Jupyter Notebook
19	stuarteiffert/RNN-for-Human-Activity-Recognition-using-2D-Pose-Input Activity Recognition from 2D pose using an LSTM RNN	34	Emerging	296	Jupyter Notebook
20	ni79ls/har-keras-cnn Jupyter Notebook for Human Activity Recognition (HAR) with 1D Convolutional...	34	Emerging	165	Python
21	qinnzou/Gait-Recognition-Using-Smartphones Deep Learning-Based Gait Recognition Using Smartphones in the Wild	33	Emerging	125	Jupyter Notebook
22	OlafenwaMoses/DeepStack_ActionNET A custom DeepStack model for detecting 16 human actions.	32	Emerging	26	Python
23	niyelhassan/csi-fall-dsp A framework for fall detection with CSI Wi-Fi data	29	Experimental	13	Python
24	caglarmert/MOT-Research Human Activity Recognition Research Repository	28	Experimental	16	Python
25	huangshk/WiMANS [ECCV 2024] WiMANS: A Benchmark Dataset for WiFi-based Multi-user Activity Sensing	28	Experimental	71	Python
26	sjsreehari/Wi-Fi-gesture-dectection WiFi CSI-based gesture recognition using dual-path ensemble deep learning...	27	Experimental	10	Python
27	Tlaloc-Es/aipose The aipose library provides a simple API for performing human pose...	27	Experimental	9	Jupyter Notebook
28	B-HAR-HumanActivityRecognition/B-HAR_Baseline-Human-Activity-Recognition This package focuses on the definition, standardization, and development of...	26	Experimental	8	Jupyter Notebook
29	carlwharris/DeepAction Toolbox for classification of animal behavior in video	26	Experimental	11	MATLAB
30	dspanah/Human-Activity-Recognition-Keras-Android Sensor-based human activity recognition from smartphone data in Keras with...	26	Experimental	40	Java
31	ermshaua/mobile-sensing-human-activity-data-set This is the supporting website for the paper "MOSAD – a new data set for...	25	Experimental	12	Jupyter Notebook
32	sahiljagtap08/UcanCme UcanCme: Swimmer Position Estimation Using RNN-LSTM Based on Sensor Data (NO GPS)	24	Experimental	3	Jupyter Notebook
33	cepdnaclk/e17-6sp-Sobriety-Detection-Using-Mobile-Phone-Gyroscope-Data An intelligent API which is capable of passively tracking gyroscopic data to...	24	Experimental	1	JavaScript
34	mmact19/2019 MMAct: A Large-Scale Dataset for Cross Modal Learning on Human Action Understanding	24	Experimental	3	JavaScript
35	Leo-Cyberautonomy/awesome-human-activity-recognition Curated catalog of 40+ Human Activity Recognition (HAR) and action...	23	Experimental	5	Python
36	yuhengguo/TimeSeriesDataset-MIAS-427 Multivariate time-series dataset for in-air signature recognition (427...	22	Experimental	—	—
37	12miednight/WiFi-CSI-Human-Pose-Detection Detect human poses and monitor vital signs in real time using WiFi CSI...	22	Experimental	—	Rust
38	anujanegi/TheShoe Smart Shoe for GAIT and activity recognition.	22	Experimental	1	Java
39	Jayesh368/Human-Activity-Recognition This Project is based on the human activity detection. In this project we...	21	Experimental	8	Jupyter Notebook
40	superZ678/MG-HAD The official repo for the technical report "Multi-Granularity Hand Action Detection"	20	Experimental	10	—
41	G0rav/Human_Activity_Recognition The MHEALTH (Mobile Health) dataset is devised to benchmark techniques...	20	Experimental	24	Jupyter Notebook
42	JayPrakash189/human-activity-recognition-imu Machine learning analysis of accelerometer (IMU) time-series data for human...	19	Experimental	—	Jupyter Notebook
43	mahmoudazizorignal/group-activity-recognition Modern implementation of CVPR16 "Hierarchical Deep Temporal Models for Group...	18	Experimental	4	Python
44	gokulramanaa/Human-Activity-Recognition-with-Smartphones Compare R and Python Libraries behavior for predicting Human Activity	17	Experimental	3	Jupyter Notebook
45	edocsss/RARSS Edwin Candinegara - Nanyang Technological University - Final Year Project (2016/17)	17	Experimental	5	JavaScript
46	enceladus2000/IMU-MuscleFatigue Detect potential muscle fatigue during human activities using accelerometer...	16	Experimental	4	C++
47	CG4002-ComputerEngineering-Capstone/DanceDance Human Activity Recognition using wearable sensors. Project @ National...	16	Experimental	1	C++
48	nehSgnaiL/LPA Improving Next Location Prediction with Inferred Activity Semantics in...	16	Experimental	10	Python
49	MatinHosseinianFard/Edge-Computing-Project A replication of "A multi-resolution fusion approach for human activity...	16	Experimental	1	C
50	Sh-31/Group-Activity-Recognition A modern implementation of CVPR 2016 paper: "A Hierarchical Deep Temporal...	15	Experimental	15	Python
51	urceolate-genusophioglossum435/awesome-human-activity-recognition 🤖 Explore curated resources for Human Activity Recognition (HAR), including...	15	Experimental	1	Python
52	Fatemeh-ameri/step_prediction Experiments with machine learning and deep learning models for physical...	15	Experimental	1	Jupyter Notebook
53	Estella-Hu/sports-activity-classification Sports activity classification using wearable-device features, XGBoost, and...	14	Experimental	—	Jupyter Notebook
54	dumpalisharathchandrareddy/Human-Activity-Recognition-main ML research — 15 algorithms benchmarked on 10k sensor samples, 96.8%...	14	Experimental	—	Jupyter Notebook
55	muhammadshiraz/human-activity-recognition The aim of this project is to create a model that can identify the basic...	14	Experimental	14	Python
56	IliesChibane/Exploring-the-OPPORTUNITY-Dataset-for-Activity-Recognition Exploring the OPPORTUNITY Dataset for Human Activity Recognition, aiming to...	14	Experimental	9	Jupyter Notebook
57	lky473736/ABFA-HAR (paper source) Activity-Based Feature Augmentation with Multi-Kernel...	14	Experimental	3	Python
58	Niloy333/KU-HAR KU-HAR is a trending human activity recognition dataset.	13	Experimental	6	Jupyter Notebook
59	MohamedLotfy989/Group_Activity_Recognition_Volleyball An implementation of seminal CVPR 2016 paper: "A Hierarchical Deep Temporal...	13	Experimental	7	Python
60	LoreImbo/hmdb51-video-classification Human Activity Recognition (HAR) using LRCN approach and MoveNet approach on...	12	Experimental	3	Jupyter Notebook
61	salehghotbani/RNN_LSTM_Transformer_HAR_Dataset Train the RNN, LSTM and Transformer models with HAR Dataset and compare to...	12	Experimental	1	Jupyter Notebook
62	abbaszal/HumanActivityRecognition Wearable accelerometers have become integral in health research, offering...	11	Experimental	5	Jupyter Notebook
63	hienhayho/human-action-recognition Human Action Recogition With MMAction2	11	Experimental	2	Python
64	gvnberaldi/Pose2Action This repository contains the implementation of a system for Human Action...	10	Experimental	1	Python

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