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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 51–75 of 76 papers

TitleStatusHype
Multi-level Second-order Few-shot LearningCode0
Motion-Modulated Temporal Fragment Alignment Network for Few-Shot Action Recognition—0
3D Skeleton-based Few-shot Action Recognition with JEANIE is not so Naïve—0
Spatio-temporal Relation Modeling for Few-shot Action RecognitionCode1
Revisiting spatio-temporal layouts for compositional action recognitionCode1
Object-Region Video TransformersCode1
Unsupervised Few-Shot Action Recognition via Action-Appearance Aligned Meta-Adaptation—0
Temporal Alignment Prediction for Supervised Representation Learning and Few-Shot Sequence ClassificationCode1
A New Split for Evaluating True Zero-Shot Action RecognitionCode0
TA2N: Two-Stage Action Alignment Network for Few-shot Action RecognitionCode1
Learning Graphs for Knowledge Transfer With Limited Labels—0
Home Action Genome: Cooperative Compositional Action UnderstandingCode1
Few-Shot Action Recognition with Compromised Metric via Optimal Transport—0
CLTA: Contents and Length-based Temporal Attention for Few-shot Action Recognition—0
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
Few-shot Action Recognition with Implicit Temporal Alignment and Pair Similarity Optimization—0
All About Knowledge Graphs for Actions—0
Action Genome: Actions As Compositions of Spatio-Temporal Scene Graphs—0
TAEN: Temporal Aware Embedding Network for Few-Shot Action Recognition—0
Few-shot Action Recognition with Permutation-invariant AttentionCode0
Action Genome: Actions as Composition of Spatio-temporal Scene GraphsCode1
TARN: Temporal Attentive Relation Network for Few-Shot and Zero-Shot Action Recognition—0
Few-Shot Video Classification via Temporal Alignment—0
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