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Few Shot Action Recognition

Few-shot (FS) action recognition is a challenging com- puter vision problem, where the task is to classify an unlabelled query video into one of the action categories in the support set having limited samples per action class.

Papers

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Showing 51–76 of 76 papers

TitleStatusHype
DMSD-CDFSAR: Distillation from Mixed-Source Domain for Cross-Domain Few-shot Action Recognition—0
Revisiting the Spatial and Temporal Modeling for Few-shot Action Recognition—0
Semantic-aware Video Representation for Few-shot Action Recognition—0
Simultaneous Detection and Interaction Reasoning for Object-Centric Action Recognition—0
SMAM: Self and Mutual Adaptive Matching for Skeleton-Based Few-Shot Action Recognition—0
Video-to-Task Learning via Motion-Guided Attention for Few-Shot Action Recognition—0
Compound Prototype Matching for Few-shot Action Recognition—0
TAEN: Temporal Aware Embedding Network for Few-Shot Action Recognition—0
CLTA: Contents and Length-based Temporal Attention for Few-shot Action Recognition—0
TARN: Temporal Attentive Relation Network for Few-Shot and Zero-Shot Action Recognition—0
Task-Adapter: Task-specific Adaptation of Image Models for Few-shot Action Recognition—0
Understanding the Cross-Domain Capabilities of Video-Based Few-Shot Action Recognition Models—0
All About Knowledge Graphs for Actions—0
Unsupervised Few-Shot Action Recognition via Action-Appearance Aligned Meta-Adaptation—0
A Generative Approach to Zero-Shot and Few-Shot Action Recognition—0
Active Multimodal Distillation for Few-shot Action Recognition—0
Active Exploration of Multimodal Complementarity for Few-Shot Action Recognition—0
Action Genome: Actions As Compositions of Spatio-Temporal Scene Graphs—0
Temporal-Viewpoint Transportation Plan for Skeletal Few-shot Action Recognition—0
Trajectory-aligned Space-time Tokens for Few-shot Action Recognition—0
Hierarchical Compositional Representations for Few-shot Action Recognition—0
Frame Order Matters: A Temporal Sequence-Aware Model for Few-Shot Action Recognition—0
Few-Shot Video Classification via Temporal Alignment—0
Few-shot Action Recognition with Implicit Temporal Alignment and Pair Similarity Optimization—0
Joint Image-Instance Spatial-Temporal Attention for Few-shot Action Recognition—0
Knowledge Prompting for Few-shot Action Recognition—0
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