Action Detection
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Benchmarks
UCF101-24
J-HMDB
Charades
Multi-THUMOS
UCF Sports
THUMOS' 14
MultiSports
TSU
TTStroke-21 ME21
TTStroke-21 ME22
MultiTHUMOS
Most implemented
Continuous control with deep reinforcement learning
BSN: Boundary Sensitive Network for Temporal Action Proposal Generation
BMN: Boundary-Matching Network for Temporal Action Proposal Generation
SlowFast Networks for Video Recognition
AVA: A Video Dataset of Spatio-temporally Localized Atomic Visual Actions
Rescaling Egocentric Vision
Papers
TF-CADE: Foreground-Concentrated Text-Video Alignment for Zero-Shot Temporal Action Detection
Zero-Shot Temporal Action Detection (ZSTAD) aims to lo- calize and recognize action instances from unseen action categories in untrimmed videos. Although existing meth- ods have shown effectiveness by advancing architect…
Action DetectionVideo AlignmentTubeLite: Lightweight Multi-Actor Spatio-Temporal Action Detection
Spatio-temporal action detection in videos requires jointly localizing actors in space and identifying action boundaries over time. A common challenge is constructing temporally stable action tubes, as frame-level detect…
Action DetectionSkillSpotter: Pose-Aware Multi-View Skilled Action Detection and Grading in Ego-Exo Videos
To enable personalized, real-time coaching using Augmented Reality glasses or fixed camera setups in domains such as sports, cooking, or music, a system must understand not just what a person does, but how well they exec…
Action DetectionA New Multi-Domain Benchmark for Micro-Action Recognition and Detection
Micro-actions are short-duration, low-amplitude subtle body movements at the whole-body level that can reveal latent intentions, involuntary reactions, and fine-grained affective changes. Our previous MA-52 benchmark has…
Micro-Action RecognitionAction UnderstandingEmotion RecognitionAction DetectionMotion Reinforces Appearance: RGB-Skeleton Gated Residual Fusion for Micro-Gesture Online Recognition
Micro-gesture analysis attracts increasing attention for inferring spontaneous emotion from subtle body movements. Micro-gesture online recognition, which localizes and classifies each gesture instance in untrimmed video…
Action DetectionSpikeTAD: Spiking Neural Networks for End-to-End Temporal Action Detection
Video understanding is a crucial part of computer vision, with numerous application scenarios. With the increasing popularity of mobile devices, an increasing number of efforts are trying to deploy video understanding mo…
Action Detection