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 18511900 of 2759 papers

TitleStatusHype
STM: SpatioTemporal and Motion Encoding for Action Recognition0
Storyboard guided Alignment for Fine-grained Video Action Recognition0
STPrivacy: Spatio-Temporal Privacy-Preserving Action Recognition0
Streaming Object Detection for 3-D Point Clouds0
STSM: Spatio-Temporal Shift Module for Efficient Action Recognition0
Students taught by multimodal teachers are superior action recognizers0
Submodular Attribute Selection for Action Recognition in Video0
Summarization of User-Generated Sports Video by Using Deep Action Recognition Features0
SurgPETL: Parameter-Efficient Image-to-Surgical-Video Transfer Learning for Surgical Phase Recognition0
SurgRAW: Multi-Agent Workflow with Chain-of-Thought Reasoning for Surgical Intelligence0
Survey of Action Recognition, Spotting and Spatio-Temporal Localization in Soccer -- Current Trends and Research Perspectives0
SUSiNet: See, Understand and Summarize it0
SVFormer: A Direct Training Spiking Transformer for Efficient Video Action Recognition0
Symbiotic Attention with Privileged Information for Egocentric Action Recognition0
Symbiotic Graph Neural Networks for 3D Skeleton-based Human Action Recognition and Motion Prediction0
Sympathy for the Details: Dense Trajectories and Hybrid Classification Architectures for Action Recognition0
Synthetic Data in Human Analysis: A Survey0
Table Tennis Stroke Detection and Recognition Using Ball Trajectory Data0
TACO: Benchmarking Generalizable Bimanual Tool-ACtion-Object Understanding0
TAEN: Temporal Aware Embedding Network for Few-Shot Action Recognition0
Take an Emotion Walk: Perceiving Emotions from Gaits Using Hierarchical Attention Pooling and Affective Mapping0
TAN: Temporal Aggregation Network for Dense Multi-label Action Recognition0
Target-Specific Action Classification for Automated Assessment of Human Motor Behavior from Video0
TARN: Temporal Attentive Relation Network for Few-Shot and Zero-Shot Action Recognition0
Task-Adapter: Task-specific Adaptation of Image Models for Few-shot Action Recognition0
TDAF: Top-Down Attention Framework for Vision Tasks0
Team PyKale (xy9) Submission to the EPIC-Kitchens 2021 Unsupervised Domain Adaptation Challenge for Action Recognition0
Team VI-I2R Technical Report on EPIC-KITCHENS-100 Unsupervised Domain Adaptation Challenge for Action Recognition 20210
Team VI-I2R Technical Report on EPIC-KITCHENS-100 Unsupervised Domain Adaptation Challenge for Action Recognition 20220
Technical Report: Disentangled Action Parsing Networks for Accurate Part-level Action Parsing0
TEINet: Towards an Efficient Architecture for Video Recognition0
Temporal Action Segmentation with High-level Complex Activity Labels0
Temporal Attention-Augmented Graph Convolutional Network for Efficient Skeleton-Based Human Action Recognition0
Temporal Bilinear Networks for Video Action Recognition0
Temporal Contrastive Graph Learning for Video Action Recognition and Retrieval0
Temporal Contrastive Learning with Curriculum0
Temporal Difference Networks for Action Recognition0
Temporal Distinct Representation Learning for Action Recognition0
Temporal-Distributed Backdoor Attack Against Video Based Action Recognition0
Temporal Extension Module for Skeleton-Based Action Recognition0
Temporal Extension of Scale Pyramid and Spatial Pyramid Matching for Action Recognition0
Temporal Graph Modeling for Skeleton-based Action Recognition0
Temporal-Guided Spiking Neural Networks for Event-Based Human Action Recognition0
Temporal Hallucinating for Action Recognition With Few Still Images0
Temporal Hockey Action Recognition via Pose and Optical Flows0
Temporally-Adaptive Models for Efficient Video Understanding0
Temporal Pyramid Pooling Based Convolutional Neural Networks for Action Recognition0
Temporal Query Networks for Fine-grained Video Understanding0
Temporal Reasoning Graph for Activity Recognition0
Temporal Relevance Analysis for Video Action Models0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1MViTv2-B (IN-21K + Kinetics400 pretrain)Top-5 Accuracy93.4Unverified
2RSANet-R50 (8+16 frames, ImageNet pretrained, 2 clips)Top-5 Accuracy91.1Unverified
3MVD (Kinetics400 pretrain, ViT-H, 16 frame)Top-1 Accuracy77.3Unverified
4DejaVidTop-1 Accuracy77.2Unverified
5InternVideoTop-1 Accuracy77.2Unverified
6InternVideo2-1BTop-1 Accuracy77.1Unverified
7VideoMAE V2-gTop-1 Accuracy77Unverified
8MVD (Kinetics400 pretrain, ViT-L, 16 frame)Top-1 Accuracy76.7Unverified
9Hiera-L (no extra data)Top-1 Accuracy76.5Unverified
10TubeViT-LTop-1 Accuracy76.1Unverified
#ModelMetricClaimedVerifiedStatus
1FTP-UniFormerV2-L/143-fold Accuracy99.7Unverified
2OmniVec23-fold Accuracy99.6Unverified
3VideoMAE V2-g3-fold Accuracy99.6Unverified
4OmniVec3-fold Accuracy99.6Unverified
5BIKE3-fold Accuracy98.8Unverified
6SMART3-fold Accuracy98.64Unverified
7OmniSource (SlowOnly-8x8-R101-RGB + I3D-Flow)3-fold Accuracy98.6Unverified
8PERF-Net (multi-distilled S3D)3-fold Accuracy98.6Unverified
9ZeroI2V ViT-L/143-fold Accuracy98.6Unverified
10LGD-3D Two-stream3-fold Accuracy98.2Unverified