A curated list of action recognition and related area resources
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Updated
May 13, 2023
A curated list of action recognition and related area resources
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
Enhance your application with the ability to see and interact with humans using any RGB camera.
A list of Human-Object Interaction Learning.
Temporal Segments LSTM and Temporal-Inception for Activity Recognition
MotionSense Dataset for Human Activity and Attribute Recognition ( time-series data generated by smartphone's sensors: accelerometer and gyroscope) (PMC Journal) (IoTDI'19)
Activity Recognition from 2D pose using an LSTM RNN
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.
A curated list of egocentric (first-person) vision and related area resources
STEP: Spatio-Temporal Progressive Learning for Video Action Detection. CVPR'19 (Oral)
A tutorial for using deep learning for activity recognition (Pytorch and Tensorflow)
HAKE: Human Activity Knowledge Engine (CVPR'18/19/20, NeurIPS'20, TPAMI'21)
HAKE-Action in PyTorch
Activity Recognition Algorithms for the Charades Dataset
C3D for Keras + TensorFlow
Video-friendly caffe -- comes with the most recent version of Caffe (as of Jan 2019), a video reader, 3D(ND) pooling layer, and an example training script for C3D network and UCF-101 data
Paper list of activity prediction and related area
Timeception for Complex Action Recognition, CVPR 2019 (Oral Presentation)
The Wearables Development Toolkit - a development environment for activity recognition applications with sensor signals
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