Awesome
<p align="center"> <a href="https://layer6.ai/"><img src="https://github.com/layer6ai-labs/DropoutNet/blob/master/logs/logobox.jpg" width="180"></a> </p>CVPR'21 Weakly Supervised Action Selection Learning in Video
[paper]
Authors: Jeremy Junwei Ma*, Satya Krishna Gorti*, Maksims Volkovs, Guangwei Yu <a name="intro"/>
Introduction
This repository contains the implementation of ASL (Action Selection Learning) on the THUMOS-14 dataset.
<a name="env"/>Environment
The python code is developed and tested on the following environment:
- Python 3.6
- Pytorch 1.4.0
Experiments on THUMOS-14 dataset were run on a single NVIDIA TITAN V GPU with 12 GB GPU memory.
<a name="dataset"/>Dataset
Download the THUMOS-14 dataset here to DATA_PATH
Training
bash ./scripts/train.sh DATA_PATH
Inference
bash ./scripts/inference.sh DATA_PATH
Citation
If you find this code useful in your research, please cite the following paper:
@inproceedings{ma2021asl,
title={Weakly Supervised Action Selection Learning in Video},
author={Ma, Junwei and Gorti, Satya Krishna and Volkovs, Maksims and Yu, Guangwei},
booktitle={Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition},
year={2021}
}