Few-Shot Action Recognition

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10 papers2 papers in the last four weeks, with none the four weeks before. 0.0% of all new papers.

  1. Geometry-Aware Trajectory State Modeling for Few-Shot Action Recognition

    Oct 28, 2026Zhiqi Miao, Marko Haralović, Stanislav Levendeev +5Few-Shot Action RecognitionVideo Action Recognition

    University of Groningen · University of Twente · Faculty of Electrical Engineering and Computing, University of Zagreb

  2. Closing the Estimation Gap: Training-Free Transductive Inference for Cross-Domain Few-Shot Action Recognition

    Oct 13, 2026Changyi Li, Zeyu Yang, Yu XiaoFew-Shot Action RecognitionFew-Shot Learning

    Dept. of Information and Communications Engineering, Aalto University, 02150 Espoo, Finland

  3. Few-Shot Video Recognition via Hierarchical Metric Learning

    Sep 4, 2026Jiaxin Zhang, Haoran Gao, Xizhan Gao +3Few-Shot Action RecognitionFew-Shot Learning

    School of Information Science and Engineering, University of Jinan, Shandong, China

  4. SkelHCC: A Hyperbolic CLIP-Driven Cache Adaptation Framework for Skeleton-based One-Shot Action Recognition

    Jun 2, 2026Yanan Liu, Anqi Zhu, Jingmin Zhu +6Skeleton-Based Action RecognitionCross-Modal Representation Learning

    Yunnan University, Kunming, China · Monash University · Lancaster University +1

  5. AI-Assisted Competency Assessment from Egocentric Video in Simulation-Based Nursing Education

    May 16, 2026Hanchen David Wang, Yilin Liu, Madison J. Lee +4Educational AssessmentFew-Shot Action Recognition

    Vanderbilt University

  6. STAR: Semantic-Temporal Adaptive Representation Learning for Few-Shot Action Recognition

    May 13, 2026Hongli Liu, Yu Wang, Shengjie ZhaoCross-Modal Representation LearningFew-Shot Action Recognition

    School of Computer Science and Technology, Tongji University, Shanghai, China · Engineering Research Center of Key Software Technologies for Smart City Perception and Planning, Ministry of Education

  7. Knowledge is Power: Advancing Few-shot Action Recognition with Multimodal Semantics from MLLMs

    Mar 27, 2026Jiazheng Xing, Chao Xu, Hangjie Yuan +4Few-Shot Action RecognitionFew-Shot Learning

    College of Control Science and Engineering, Zhejiang University, Hangzhou, 310027, Zhejiang, China. · College of Computer Science and Technology, Zhejiang University of Technology, Hangzhou, 310023, Zhejiang, China. · College of Information Science and Electronic Engineering, Zhejiang University, Hangzhou, 310027, Zhejiang, China. +1

  8. A Baseline Study and Benchmark for Few-Shot Open-Set Action Recognition with Feature Residual Discrimination

    Mar 4, 2026Stefano Berti, Giulia Pasquale, Lorenzo NataleFew-Shot Action RecognitionOpen-Set Recognition

    Humanoid Sensing and Perception, Istituto Italiano di Tecnologia, Genoa, Italy

  9. Spatio-temporal Decoupled Knowledge Compensator for Few-Shot Action Recognition

    Feb 20, 2026Hongyu Qu, Xiangbo Shu, Rui Yan +3Few-Shot Action RecognitionVideo Action Recognition

    School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing 210094, China. · State Key Lab of Brain-Machine Intelligence, Zhejiang University, China.

  10. Hierarchical Relation-augmented Representation Generalization for Few-shot Action Recognition

    Apr 14, 2025Hongyu Qu, Ling Xing, Jiachao Zhang +3Few-Shot Action RecognitionTemporal Reasoning

    School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing 210094, China · Artificial Intelligence Industrial Technology Research Institute, Nanjing Institute of Technology, Nanjing 211167, China