niza3001 / realtimewebcamactionrecognition

Real-time Pretend Play Action Recognition on Webcam Stream

This repository is a modification of this repository: https://github.com/danbochman/Real-Time-Action-Recognition

This work is based on Two-Stream network based on Jeffrey Huang's work:
https://github.com/jeffreyhuang1/two-stream-action-recognition
Also utilizing AlexHex7's PyTorch implementation of the Non-Local Block to enhance the spatial CNN of the Two-Stream network: https://github.com/AlexHex7/Non-local_pytorch/blob/master/Non-Local_pytorch_0.3.1/lib/backup/non_local_simple_version.py

For instructions on how to run in demo, train or test mode please refer to the above repositories.

Reference Papers

• [1] Two-stream convolutional networks for action recognition in videos
• [2] Temporal Segment Networks: Towards Good Practices for Deep Action Recognition
• [3] TS-LSTM and Temporal-Inception: Exploiting Spatiotemporal Dynamics for Activity Recognition
• [4] Non-local Neural Networks