Awesome Collection of Human Action Recognition (HAR) Papers

Overview

• Human Action Recognition from Various Data Modalities: A Review
• Sensor-based and vision-based human activity recognition: A comprehensive survey

Datasets

• UCI-HAR Dataset
• PAMAP2 Dataset
• Sports-and-Activities Dataset
• UTD-MHAD: A multimodal dataset for human action recognition utilizing a depth camera and a wearable inertial sensor

Acceleration Modality - Deep Learning Methods

• TCN-attention-HAR: human activity recognition based on attention mechanism time convolutional network
• Deep Residual Bidir-LSTM for Human Activity Recognition Using Wearable Sensors
• AdaRNN: Adaptive Learning and Forecasting of Time Series
• Real Time Human Activity Recognition from Accelerometer Data using Convolutional Neural Networks
• Human Action Recognition on Cellphone Using Compositional Bidir-LSTM-CNN Networks
• Accelerometer-Based Human Fall Detection Using Convolutional Neural Networks
• Human Activity Recognition using Accelerometer and Gyroscope Data from Smartphones

Acceleration Modality - Traditional ML Methods

• Machine learning methods for classifying human physical activity from on-body accelerometers
• Human activity recognition of children with wearable devices using LightGBM machine learning
• Self-supervised learning for human activity recognition using 700,000 person-days of wearable data

Computer Vision

• A Comprehensive Study of Deep Video Action Recognition