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 74 human activity recognition frameworks tracked. 6 score above 50 (established tier). The highest-rated is OxWearables/stepcount at 62/100 with 52 stars.

Get all 74 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=ml-frameworks&subcategory=human-activity-recognition&limit=20"

Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.

#	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...	54	Established	12	Python
3	aqibsaeed/Human-Activity-Recognition-using-CNN Convolutional Neural Network for Human Activity Recognition in Tensorflow	51	Established	486	Jupyter Notebook
4	felixchenfy/Realtime-Action-Recognition Apply ML to the skeletons from OpenPose; 9 actions; multiple people....	51	Established	940	Python
5	guillaume-chevalier/LSTM-Human-Activity-Recognition Human Activity Recognition example using TensorFlow on smartphone sensors...	51	Established	3,549	Jupyter Notebook
6	mmalekzadeh/motion-sense MotionSense Dataset for Human Activity and Attribute Recognition (...	50	Established	363	Jupyter Notebook
7	Retsediv/WIFI_CSI_based_HAR Human Activity Recognition based on WiFi Channel State Information	49	Emerging	197	Jupyter Notebook
8	OxWearables/ssl-wearables Self-supervised learning for wearables using the UK-Biobank (>700,000 person-days)	47	Emerging	148	Jupyter Notebook
9	mariusbock/dl-for-har Improving Deep Learning for HAR with shallow LSTMs (best paper award), Bock...	45	Emerging	62	Jupyter Notebook
10	haoranD/Awesome-Human-Activity-Recognition An up-to-date & curated list of Awesome IMU-based Human Activity...	45	Emerging	331	—
11	markub3327/HAR-Transformer Transformer for Human Activity Recognition	44	Emerging	77	Jupyter Notebook
12	takumiw/Deep-Learning-for-Human-Activity-Recognition Keras implementation of CNN, DeepConvLSTM, and SDAE and LightGBM for...	44	Emerging	74	Jupyter Notebook
13	kracwarlock/action-recognition-visual-attention Action recognition using soft attention based deep recurrent neural networks	43	Emerging	353	Jupyter Notebook
14	aqibsaeed/On-device-activity-recognition Personalized machine learning on the smartphone	43	Emerging	60	Java
15	jindongwang/MachineLearning 一些关于机器学习的学习资料与研究介绍	43	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...	42	Emerging	196	Jupyter Notebook
17	iantangc/SelfHAR Improving Human Activity Recognition through Self-training with Unlabeled Data	42	Emerging	42	Python
18	ni79ls/har-keras-cnn Jupyter Notebook for Human Activity Recognition (HAR) with 1D Convolutional...	41	Emerging	165	Python
19	stuarteiffert/RNN-for-Human-Activity-Recognition-using-2D-Pose-Input Activity Recognition from 2D pose using an LSTM RNN	41	Emerging	296	Jupyter Notebook
20	qinnzou/Gait-Recognition-Using-Smartphones Deep Learning-Based Gait Recognition Using Smartphones in the Wild	40	Emerging	125	Jupyter Notebook
21	OlafenwaMoses/DeepStack_ActionNET A custom DeepStack model for detecting 16 human actions.	39	Emerging	26	Python
22	DiFronzo/LSTM-for-Human-Activity-Recognition-classification Deep convolutional and LSTM feature extraction approach with 784 features.	38	Emerging	8	Jupyter Notebook
23	niyelhassan/csi-fall-dsp A framework for fall detection with CSI Wi-Fi data	36	Emerging	13	Python
24	caglarmert/MOT-Research Human Activity Recognition Research Repository	35	Emerging	16	Python
25	huangshk/WiMANS [ECCV 2024] WiMANS: A Benchmark Dataset for WiFi-based Multi-user Activity Sensing	35	Emerging	71	Python
26	dspanah/Human-Activity-Recognition-Keras-Android Sensor-based human activity recognition from smartphone data in Keras with...	33	Emerging	40	Java
27	carlwharris/DeepAction Toolbox for classification of animal behavior in video	33	Emerging	11	MATLAB
28	B-HAR-HumanActivityRecognition/B-HAR_Baseline-Human-Activity-Recognition This package focuses on the definition, standardization, and development of...	33	Emerging	8	Jupyter Notebook
29	ermshaua/mobile-sensing-human-activity-data-set This is the supporting website for the paper "MOSAD – a new data set for...	32	Emerging	12	Jupyter Notebook
30	sjsreehari/Wi-Fi-gesture-dectection WiFi CSI-based gesture recognition using dual-path ensemble deep learning...	31	Emerging	10	Python
31	sahiljagtap08/UcanCme UcanCme: Swimmer Position Estimation Using RNN-LSTM Based on Sensor Data (NO GPS)	31	Emerging	3	Jupyter Notebook
32	Tlaloc-Es/aipose The aipose library provides a simple API for performing human pose...	30	Emerging	9	Jupyter Notebook
33	anujanegi/TheShoe Smart Shoe for GAIT and activity recognition.	29	Experimental	1	Java
34	Jayesh368/Human-Activity-Recognition This Project is based on the human activity detection. In this project we...	28	Experimental	8	Jupyter Notebook
35	G0rav/Human_Activity_Recognition The MHEALTH (Mobile Health) dataset is devised to benchmark techniques...	27	Experimental	24	Jupyter Notebook
36	superZ678/MG-HAD The official repo for the technical report "Multi-Granularity Hand Action Detection"	27	Experimental	10	—
37	cepdnaclk/e17-6sp-Sobriety-Detection-Using-Mobile-Phone-Gyroscope-Data An intelligent API which is capable of passively tracking gyroscopic data to...	26	Experimental	1	JavaScript
38	Leo-Cyberautonomy/awesome-human-activity-recognition Curated catalog of 40+ Human Activity Recognition (HAR) and action...	25	Experimental	5	Python
39	gokulramanaa/Human-Activity-Recognition-with-Smartphones Compare R and Python Libraries behavior for predicting Human Activity	24	Experimental	3	Jupyter Notebook
40	edocsss/RARSS Edwin Candinegara - Nanyang Technological University - Final Year Project (2016/17)	24	Experimental	5	JavaScript
41	CG4002-ComputerEngineering-Capstone/DanceDance Human Activity Recognition using wearable sensors. Project @ National...	23	Experimental	1	C++
42	enceladus2000/IMU-MuscleFatigue Detect potential muscle fatigue during human activities using accelerometer...	23	Experimental	4	C++
43	nehSgnaiL/LPA Improving Next Location Prediction with Inferred Activity Semantics in...	22	Experimental	10	Python
44	yuhengguo/TimeSeriesDataset-MIAS-427 Multivariate time-series dataset for in-air signature recognition (427...	22	Experimental	—	—
45	Sh-31/Group-Activity-Recognition A modern implementation of CVPR 2016 paper: "A Hierarchical Deep Temporal...	22	Experimental	15	Python
46	mahmoudazizorignal/group-activity-recognition Modern implementation of CVPR16 "Hierarchical Deep Temporal Models for Group...	22	Experimental	4	Python
47	JayPrakash189/human-activity-recognition-imu Machine learning analysis of accelerometer (IMU) time-series data for human...	21	Experimental	—	Jupyter Notebook
48	IliesChibane/Exploring-the-OPPORTUNITY-Dataset-for-Activity-Recognition Exploring the OPPORTUNITY Dataset for Human Activity Recognition, aiming to...	21	Experimental	9	Jupyter Notebook
49	Fatemeh-ameri/step_prediction Experiments with machine learning and deep learning models for physical...	21	Experimental	1	Jupyter Notebook
50	muhammadshiraz/human-activity-recognition The aim of this project is to create a model that can identify the basic...	21	Experimental	14	Python
51	lky473736/ABFA-HAR (paper source) Activity-Based Feature Augmentation with Multi-Kernel...	20	Experimental	3	Python
52	MohamedLotfy989/Group_Activity_Recognition_Volleyball An implementation of seminal CVPR 2016 paper: "A Hierarchical Deep Temporal...	20	Experimental	7	Python
53	Niloy333/KU-HAR KU-HAR is a trending human activity recognition dataset.	20	Experimental	6	Jupyter Notebook
54	LoreImbo/hmdb51-video-classification Human Activity Recognition (HAR) using LRCN approach and MoveNet approach on...	19	Experimental	3	Jupyter Notebook
55	urceolate-genusophioglossum435/awesome-human-activity-recognition 🤖 Explore curated resources for Human Activity Recognition (HAR), including...	19	Experimental	1	Python
56	salehghotbani/RNN_LSTM_Transformer_HAR_Dataset Train the RNN, LSTM and Transformer models with HAR Dataset and compare to...	18	Experimental	1	Jupyter Notebook
57	hienhayho/human-action-recognition Human Action Recogition With MMAction2	18	Experimental	2	Python
58	abbaszal/HumanActivityRecognition Wearable accelerometers have become integral in health research, offering...	18	Experimental	5	Jupyter Notebook
59	dumpalisharathchandrareddy/Human-Activity-Recognition-main ML research — 15 algorithms benchmarked on 10k sensor samples, 96.8%...	14	Experimental	—	Jupyter Notebook
60	Estella-Hu/sports-activity-classification Sports activity classification using wearable-device features, XGBoost, and...	14	Experimental	—	Jupyter Notebook
61	amitsou/DeepEgoHA-3R A collection of the forefront of Egocentric Human Activity Recognition...	13	Experimental	10	—
62	Moukhik20/HAR-hybrid-CNN-LSTM-model Human Activity Recognition using hybrid CNN-LSTM model. Implented in python...	12	Experimental	6	Jupyter Notebook
63	awab-sial/Human-Action-Recognition An AI-powered Human Action Recognition system that classifies 15 common...	12	Experimental	4	Python
64	harshramani00/Human-Action-Recognition A Human Action Recognition (HAR) model combining 3D CNN and LSTM networks to...	11	Experimental	3	Jupyter Notebook
65	hayrullahcansu/Watch-Me Application running background on android device then watching user events...	11	Experimental	3	Java
66	hafidh561/Classification-Human-Activity-Recognition Classification Human Activity from device Samsung Galaxy S2	11	Experimental	—	Jupyter Notebook
67	Shirshakk-P/Smartphone-based-Recognition-of-Human-activities Submission for EECS Lab-2 Project at IISER Bhopal	11	Experimental	—	Jupyter Notebook
68	hananawad12/Human-Walking-Direction-Detection-Using-Wireless-Signals-and-Machine-and-Deep-Learning Human Walking Direction Detection Using Wireless Signals and Machine...	11	Experimental	4	Jupyter Notebook
69	LinguaByte1111/Human-Activity-Recognition Human Activity Recognition system using a pre-trained deep learning model...	11	Experimental	2	Python
70	Omar10lfc/LSTM_Human_Activity_Detection This project focuses on Human Activity Recognition (HAR) using time-series...	11	Experimental	2	Jupyter Notebook
71	martinhouryfors/IMU-and-IA-to-Assess-Chronic-Low-Back-Pain This repository store the source code to reproduce the data processing and...	11	Experimental	—	—
72	sxaxmz/CMU-Dataset-Partially-Labelled Partially labelled, interpreted, and analyzed version of the CMU Motion...	11	Experimental	1	—
73	Tanwar-12/WALK-RUN-CLASSIFICATION To Create a predictive model to classify whether a person is running or...	11	Experimental	4	Jupyter Notebook
74	JonathanCristovao/Human-Activity-Recognition-HAR-LSTM This repository have a deep learning model to walking activity recognition...	10	Experimental	2	Jupyter Notebook

Comparisons in this category