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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 1–25 of 76 papers

TitleStatusHype
Temporal Alignment-Free Video Matching for Few-shot Action RecognitionCode1
TAMT: Temporal-Aware Model Tuning for Cross-Domain Few-Shot Action RecognitionCode1
D^2ST-Adapter: Disentangled-and-Deformable Spatio-Temporal Adapter for Few-shot Action RecognitionCode1
CDFSL-V: Cross-Domain Few-Shot Learning for VideosCode1
MoLo: Motion-augmented Long-short Contrastive Learning for Few-shot Action RecognitionCode1
MAtch, eXpand and Improve: Unsupervised Finetuning for Zero-Shot Action Recognition with Language KnowledgeCode1
CLIP-guided Prototype Modulating for Few-shot Action RecognitionCode1
HyRSM++: Hybrid Relation Guided Temporal Set Matching for Few-shot Action RecognitionCode1
TempCLR: Temporal Alignment Representation with Contrastive LearningCode1
MOMA-LRG: Language-Refined Graphs for Multi-Object Multi-Actor Activity ParsingCode1
Task-adaptive Spatial-Temporal Video Sampler for Few-shot Action RecognitionCode1
Hybrid Relation Guided Set Matching for Few-shot Action RecognitionCode1
Spatio-temporal Relation Modeling for Few-shot Action RecognitionCode1
Revisiting spatio-temporal layouts for compositional action recognitionCode1
Object-Region Video TransformersCode1
Temporal Alignment Prediction for Supervised Representation Learning and Few-Shot Sequence ClassificationCode1
TA2N: Two-Stage Action Alignment Network for Few-shot Action RecognitionCode1
Home Action Genome: Cooperative Compositional Action UnderstandingCode1
Few-shot Action Recognition with Prototype-centered Attentive LearningCode1
Temporal-Relational CrossTransformers for Few-Shot Action RecognitionCode1
Depth Guided Adaptive Meta-Fusion Network for Few-shot Video RecognitionCode1
Action Genome: Actions as Composition of Spatio-temporal Scene GraphsCode1
Active Multimodal Distillation for Few-shot Action Recognition—0
Task-Adapter++: Task-specific Adaptation with Order-aware Alignment for Few-shot Action RecognitionCode0
Joint Image-Instance Spatial-Temporal Attention for Few-shot Action Recognition—0
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