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
Supervised
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Actor-Context-Actor Relation Network for Spatio-Temporal Action Localization. [pdf] [code]
- Junting Pan, Siyu Chen, Mike Zheng Sou. CVPR 2021
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Actions as Moving Points. [pdf][code]
- Yixuan Li, Zixu Wang, Limin Wang, Gangshan Wu. ECCV 2020
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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
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Uncertainty-Aware Weakly Supervised Action Detection from Untrimmed Videos. [pdf]
- Anurag Arnab, Chen Sun, Arsha Nagrani, and Cordelia Schmid. ECCV 2020
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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