SOTAVerified

Action Recognition

Action Recognition is a computer vision task that involves recognizing human actions in videos or images. The goal is to classify and categorize the actions being performed in the video or image into a predefined set of action classes.

In the video domain, it is an open question whether training an action classification network on a sufficiently large dataset, will give a similar boost in performance when applied to a different temporal task or dataset. The challenges of building video datasets has meant that most popular benchmarks for action recognition are small, having on the order of 10k videos.

Please note some benchmarks may be located in the Action Classification or Video Classification tasks, e.g. Kinetics-400.

Papers

Showing 1–10 of 2759 papers

TitleStatusHype
A Real-Time System for Egocentric Hand-Object Interaction Detection in Industrial Domains—0
Zero-shot Skeleton-based Action Recognition with Prototype-guided Feature AlignmentCode1
EgoAdapt: Adaptive Multisensory Distillation and Policy Learning for Efficient Egocentric Perception—0
Feature Hallucination for Self-supervised Action Recognition—0
CARMA: Context-Aware Situational Grounding of Human-Robot Group Interactions by Combining Vision-Language Models with Object and Action Recognition—0
Including Semantic Information via Word Embeddings for Skeleton-based Action Recognition—0
Adapting Vision-Language Models for Evaluating World Models—0
Active Multimodal Distillation for Few-shot Action Recognition—0
Time-Unified Diffusion Policy with Action Discrimination for Robotic Manipulation—0
An Effective End-to-End Solution for Multimodal Action Recognition—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1STAR/LmAP (Val)41.7—Unverified
2ACAR-Net, SlowFast R-101 (Kinetics-400 pretraining)mAP (Val)30—Unverified
3JMRN + SlowFast-R101-NLmAP (Val)28.4—Unverified
4SlowFast++ (Kinetics-600 pretraining, NL)mAP (Val)28.3—Unverified
5LFB (Kinetics-400 pretraining)mAP (Val)27.7—Unverified
6I3D Tx HighResmAP (Val)27.6—Unverified
7SlowFast (Kinetics-600 pretraining, NL)mAP (Val)27.3—Unverified
8SlowFast (Kinetics-600 pretraining)mAP (Val)26.8—Unverified
9SlowFast (Kinetics-400 pretraining)mAP (Val)26.3—Unverified
10I3D I3DmAP (Val)23.4—Unverified