awesome-spatio-temporal-action-detection

A curated list of papers in the domain of spatio-temporal action detection (or action localization). Inspired by awesome-self-supervised-learning and awesome-semi-supervised-learning. NOTE: This repository does not contains papers for Temporal Action Localization.

Background

Spatio-temporal action detection is localization of activities in spatial plus temporal dimension.

Table of contents

• Surveys & Overview
• Supervised
• Weakly-supervised
• Semi-supervised

Supervised

• Actor-Context-Actor Relation Network for Spatio-Temporal Action Localization. [pdf] [code]

  • Junting Pan, Siyu Chen, Mike Zheng Sou. CVPR 2021

• Actions as Moving Points. [pdf][code]

  • Yixuan Li, Zixu Wang, Limin Wang, Gangshan Wu. ECCV 2020

• STEP: Spatio-Temporal Progressive Learning for Video Action Detection. [pdf][code]

  • Xitong Yang, Xiaodong Yang, Ming-Yu Liu, Fanyi Xiao, Larry Davis, Jan Kautz. CVPR 2019

Weakly-supervised

• Uncertainty-Aware Weakly Supervised Action Detection from Untrimmed Videos. [pdf]

  • Anurag Arnab, Chen Sun, Arsha Nagrani, and Cordelia Schmid. ECCV 2020

• A flexible model for training action localization with varying levels of supervision. [pdf][code]

  • Anurag Arnab, Chen Sun, Arsha Nagrani, and Cordelia Schmid. NeurIPS 2018

Semi-supervised

• End-to-End Semi Supervised Learning for Video Action Detection. [pdf][code]
  • Akash Kumar, Yogesh Singh Rawat. CVPR 2022