Context-Aware and Scale-Insensitive Temporal Repetition Counting
Huaidong Zhang, Xuemiao Xu, Guoqiang Han, Shengfeng He
2020Year
9Top-tier citations
Abstract
counting area, we construct a new and largest benchmark, which contains 526 videos with diverse repetitive actions. Extensive experiments show that the proposed network trained on a single dataset outperforms state-of-the-art methods on several benchmarks, indicating that the proposed framework is general enough to capture repetition patterns across domains. Code and data are available in https://github.com/Xiaodomgdomg/ Deep-Temporal-Repetition-Counting.
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Cited by top-tier papers9
- TransRAC: Encoding Multi-scale Temporal Correlation with Transformers for Repetitive Action CountingHuazhang Hu, Sixun Dong, Yiqun Zhao, Dongze Lian et al.CVPR 2022 · 57 citations
- Tubelet-Contrastive Self-Supervision for Video-Efficient GeneralizationFida Mohammad Thoker, Hazel Doughty, Cees G. M. SnoekICCV 2023 · 13 citations
- Count What You Want: Exemplar Identification and Few-Shot Counting of Human Actions in the WildYifeng Huang, Duc Duy Nguyen, Lam Nguyen, Cuong Pham et al.AAAI 2024 · 5 citations
- TrackMAE: Video Representation Learning via Track Mask and PredictRenaud Vandeghen, Fida Mohammad Thoker, Marc Van Droogenbroeck, Bernard GhanemCVPR 2026 · 3 citations
- SMILE: Infusing Spatial and Motion Semantics in Masked Video LearningFida Mohammad Thoker, Letian Jiang, Chen Zhao, Bernard GhanemCVPR 2025
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