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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
Hierarchical Compositional Representations for Few-shot Action Recognition—0
Joint Image-Instance Spatial-Temporal Attention for Few-shot Action Recognition—0
Knowledge Prompting for Few-shot Action Recognition—0
Learn2Augment: Learning to Composite Videos for Data Augmentation in Action Recognition—0
Learning Causal Domain-Invariant Temporal Dynamics for Few-Shot Action Recognition—0
Learning Graphs for Knowledge Transfer With Limited Labels—0
TAEN: Temporal Aware Embedding Network 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
Temporal-Viewpoint Transportation Plan for Skeletal Few-shot Action Recognition—0
Trajectory-aligned Space-time Tokens for Few-shot Action Recognition—0
Two-stream joint matching method based on contrastive learning for few-shot action recognition—0
Understanding the Cross-Domain Capabilities of Video-Based Few-Shot Action Recognition Models—0
Unsupervised Few-Shot Action Recognition via Action-Appearance Aligned Meta-Adaptation—0
3D Skeleton-based Few-shot Action Recognition with JEANIE is not so Naïve—0
Few-shot Action Recognition with Permutation-invariant AttentionCode0
Consistency Prototype Module and Motion Compensation for Few-Shot Action Recognition (CLIP-CPM^2C)Code0
SOAP: Enhancing Spatio-Temporal Relation and Motion Information Capturing for Few-Shot Action RecognitionCode0
Boosting Few-shot Action Recognition with Graph-guided Hybrid MatchingCode0
Multi-view Distillation based on Multi-modal Fusion for Few-shot Action Recognition(CLIP-M^2DF)Code0
A New Split for Evaluating True Zero-Shot Action RecognitionCode0
Uncertainty-DTW for Time Series and SequencesCode0
Task-Adapter++: Task-specific Adaptation with Order-aware Alignment for Few-shot Action RecognitionCode0
Multi-level Second-order Few-shot LearningCode0
Task-Specific Alignment and Multiple Level Transformer for Few-Shot Action RecognitionCode0
Few-Shot Classification of Interactive Activities of Daily Living (InteractADL)Code0
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