All Categories → No Category → human-activity-recognition

Top 13 human-activity-recognition open source projects

Human Activity Recognition example using TensorFlow on smartphone sensors dataset and an LSTM RNN. Classifying the type of movement amongst six activity categories - Guillaume Chevalier

✭ 2,943

Jupyter Notebook python deep-learning machine-learning tensorflow neural-network lstm rnn recurrent-neural-networks activity-recognition human-activity-recognition

KCC

Kernel Cross-Correlator (KCC) for Tracking and Recognition (AAAI 2018)

✭ 43

matlab HTML C++template-matching visual-tracking human-activity-recognition correlation-filters kernel-cross-correlator aaai2018

HAR

Recognize one of six human activities such as standing, sitting, and walking using a Softmax Classifier trained on mobile phone sensor data.

✭ 18

PHP data-science machine-learning neural-network pipeline cross-validation dataset classification dimensionality-reduction momentum example-project human-activity-recognition php-ml softmax-classifier random-projection machine-learning-tutorial rubix-ml imu-sensor php-machine-learning

WearableSensorData

This repository provides the codes and data used in our paper "Human Activity Recognition Based on Wearable Sensor Data: A Standardization of the State-of-the-Art", where we implement and evaluate several state-of-the-art approaches, ranging from handcrafted-based methods to convolutional neural networks.

✭ 65

python benchmark-framework human-activity-recognition sensor-data wearable-devices state-of-the-art

Robust-Deep-Learning-Pipeline

Deep Convolutional Bidirectional LSTM for Complex Activity Recognition with Missing Data. Human Activity Recognition Challenge. Springer SIST (2020)

Human Activity Recognition

A new and computationally cheap method to perform human activity recognition using PoseNet and LSTM. Where we use PoseNet for Preprocessing and LSTM for understand the sequence.

✭ 25

Jupyter Notebook python deep-neural-networks time-series har human-activity-recognition lite lstm-neural-networks video-action-recognition

dana

DANA: Dimension-Adaptive Neural Architecture (UbiComp'21)( ACM IMWUT)

✭ 28

Jupyter Notebook python deep-neural-networks deep-learning time-series sensor gyroscope magnetometer activity-recognition accelerometer fusion neural-networks adaptive-learning human-activity-recognition sensor-data sensor-data-fusion sampling-rate

lstm har

LSTM based human activity recognition using smart phone sensor dataset

✭ 20

Jupyter Notebook python deep-learning lstm rnn smartphone human-activity-recognition sensor-data

Human-Activity-Recognition

Human activity recognition using TensorFlow on smartphone sensors dataset and an LSTM RNN. Classifying the type of movement amongst six categories (WALKING, WALKING_UPSTAIRS, WALKING_DOWNSTAIRS, SITTING, STANDING, LAYING).

✭ 16

Jupyter Notebook python machine-learning deep-learning neural-network tensorflow recurrent-neural-networks lstm rnn human-activity-recognition

dl-for-har

Official GitHub page of the best-paper award publication "Improving Deep Learning for HAR with shallow LSTMs" presented at the International Symposium on Wearable Computers 21' (ISWC 21')

✭ 29

Jupyter Notebook python deep-learning human-activity-recognition

Awesome-Human-Activity-Recognition

An up-to-date & curated list of Awesome IMU-based Human Activity Recognition(Ubiquitous Computing) papers, methods & resources. Please note that most of the collections of researches are mainly based on IMU data.

har-wisdm-lstm-rnns

Human Activity Recognition on the Wireless Sensor Data Mining (WISDM) dataset using LSTM Recurrent Neural Networks

✭ 29

python data-science machine-learning lstm neural-networks human-activity-recognition

Deep-Learning-for-Human-Activity-Recognition

Keras implementation of CNN, DeepConvLSTM, and SDAE and LightGBM for sensor-based Human Activity Recognition (HAR).

✭ 48

Jupyter Notebook python machine-learning deep-learning keras lightgbm human-activity-recognition convolutional-neural-network deep-conv-lstm stacked-denoising-autoencoder uci-smartphone-dataset

1-13 of 13 human-activity-recognition projects