SOTAVerified

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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1–50 of 76 papers

TitleStatusHype
Active Multimodal Distillation for Few-shot Action Recognition—0
Task-Adapter++: Task-specific Adaptation with Order-aware Alignment for Few-shot Action RecognitionCode0
Temporal Alignment-Free Video Matching for Few-shot Action RecognitionCode1
Joint Image-Instance Spatial-Temporal Attention for Few-shot Action Recognition—0
Manta: Enhancing Mamba for Few-Shot Action Recognition of Long Sub-Sequence—0
TAMT: Temporal-Aware Model Tuning for Cross-Domain Few-Shot Action RecognitionCode1
Video-to-Task Learning via Motion-Guided Attention for Few-Shot Action Recognition—0
Frame Order Matters: A Temporal Sequence-Aware Model for Few-Shot Action Recognition—0
Task-Adapter: Task-specific Adaptation of Image Models for Few-shot Action Recognition—0
Trajectory-aligned Space-time Tokens for Few-shot Action Recognition—0
SOAP: Enhancing Spatio-Temporal Relation and Motion Information Capturing for Few-Shot Action RecognitionCode0
A Comprehensive Review of Few-shot Action Recognition—0
DMSD-CDFSAR: Distillation from Mixed-Source Domain for Cross-Domain Few-shot Action Recognition—0
Few-Shot Classification of Interactive Activities of Daily Living (InteractADL)Code0
Understanding the Cross-Domain Capabilities of Video-Based Few-Shot Action Recognition Models—0
MVP-Shot: Multi-Velocity Progressive-Alignment Framework for Few-Shot Action Recognition—0
Simultaneous Detection and Interaction Reasoning for Object-Centric Action Recognition—0
Learning Causal Domain-Invariant Temporal Dynamics for Few-Shot Action Recognition—0
Meet JEANIE: a Similarity Measure for 3D Skeleton Sequences via Temporal-Viewpoint Alignment—0
Multi-view Distillation based on Multi-modal Fusion for Few-shot Action Recognition(CLIP-M^2DF)Code0
Two-stream joint matching method based on contrastive learning for few-shot action recognition—0
D^2ST-Adapter: Disentangled-and-Deformable Spatio-Temporal Adapter for Few-shot Action RecognitionCode1
Consistency Prototype Module and Motion Compensation for Few-Shot Action Recognition (CLIP-CPM^2C)Code0
Semantic-aware Video Representation for Few-shot Action Recognition—0
Few-shot Action Recognition with Captioning Foundation Models—0
CDFSL-V: Cross-Domain Few-Shot Learning for VideosCode1
Boosting Few-shot Action Recognition with Graph-guided Hybrid MatchingCode0
On the Importance of Spatial Relations for Few-shot Action Recognition—0
MA-FSAR: Multimodal Adaptation of CLIP for Few-Shot Action Recognition—0
Task-Specific Alignment and Multiple Level Transformer for Few-Shot Action RecognitionCode0
Few-shot Action Recognition via Intra- and Inter-Video Information Maximization—0
MoLo: Motion-augmented Long-short Contrastive Learning for Few-shot Action RecognitionCode1
Rethinking matching-based few-shot action recognition—0
MAtch, eXpand and Improve: Unsupervised Finetuning for Zero-Shot Action Recognition with Language KnowledgeCode1
CLIP-guided Prototype Modulating for Few-shot Action RecognitionCode1
Revisiting the Spatial and Temporal Modeling for Few-shot Action Recognition—0
HyRSM++: Hybrid Relation Guided Temporal Set Matching for Few-shot Action RecognitionCode1
Active Exploration of Multimodal Complementarity for Few-Shot Action Recognition—0
TempCLR: Temporal Alignment Representation with Contrastive LearningCode1
SMAM: Self and Mutual Adaptive Matching for Skeleton-Based Few-Shot Action Recognition—0
Multimodal Prototype-Enhanced Network for Few-Shot Action Recognition—0
MOMA-LRG: Language-Refined Graphs for Multi-Object Multi-Actor Activity ParsingCode1
Knowledge Prompting for Few-shot Action Recognition—0
Uncertainty-DTW for Time Series and SequencesCode0
Temporal-Viewpoint Transportation Plan for Skeletal Few-shot Action Recognition—0
Hierarchical Compositional Representations for Few-shot Action Recognition—0
Task-adaptive Spatial-Temporal Video Sampler for Few-shot Action RecognitionCode1
Compound Prototype Matching for Few-shot Action Recognition—0
Learn2Augment: Learning to Composite Videos for Data Augmentation in Action Recognition—0
Hybrid Relation Guided Set Matching for Few-shot Action RecognitionCode1
Show:102550
← PrevPage 1 of 2Next →

No leaderboard results yet.