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

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Showing 951–1000 of 2759 papers

TitleStatusHype
Cross-Model Cross-Stream Learning for Self-Supervised Human Action RecognitionCode0
JOSENet: A Joint Stream Embedding Network for Violence Detection in Surveillance VideosCode0
Interpretable 3D Human Action Analysis with Temporal Convolutional NetworksCode0
Investigation of Different Skeleton Features for CNN-based 3D Action RecognitionCode0
Interaction Relational Network for Mutual Action RecognitionCode0
Cross-Model Cross-Stream Learning for Self-Supervised Human Action RecognitionCode0
In My Perspective, In My Hands: Accurate Egocentric 2D Hand Pose and Action RecognitionCode0
Cross-modal Learning by Hallucinating Missing Modalities in RGB-D VisionCode0
Cross-modal Knowledge Distillation for Vision-to-Sensor Action RecognitionCode0
Cross-Modal and Hierarchical Modeling of Video and TextCode0
Iterative Projection and Matching: Finding Structure-preserving Representatives and Its Application to Computer VisionCode0
Learning Actor Relation Graphs for Group Activity RecognitionCode0
I Know the Relationships: Zero-Shot Action Recognition via Two-Stream Graph Convolutional Networks and Knowledge GraphsCode0
Actions ~ TransformationsCode0
Im2Flow: Motion Hallucination from Static Images for Action RecognitionCode0
A Recurrent Transformer Network for Novel View Action SynthesisCode0
iCAR: Bridging Image Classification and Image-text Alignment for Visual RecognitionCode0
Cross and Learn: Cross-Modal Self-SupervisionCode0
Are current long-term video understanding datasets long-term?Code0
Idempotent Unsupervised Representation Learning for Skeleton-Based Action RecognitionCode0
Counterfactual Gradients-based Quantification of Prediction Trust in Neural NetworksCode0
Temporal Unet: Sample Level Human Action Recognition using WiFiCode0
Action Selection Learning for Multi-label Multi-view Action RecognitionCode0
CoTeRe-Net: Discovering Collaborative Ternary Relations in VideosCode0
Human Action Recognition Using Deep Multilevel Multimodal (M2) Fusion of Depth and Inertial SensorsCode0
Human activity recognition from skeleton posesCode0
I3D-LSTM: A New Model for Human Action RecognitionCode0
Improving Skeleton-based Action Recognition with Interactive Object InformationCode0
FPGA-QHAR: Throughput-Optimized for Quantized Human Action Recognition on The EdgeCode0
Two-person Graph Convolutional Network for Skeleton-based Human Interaction RecognitionCode0
Two-stream Flow-guided Convolutional Attention Networks for Action RecognitionCode0
HomE: Homography-Equivariant Video Representation LearningCode0
HopaDIFF: Holistic-Partial Aware Fourier Conditioned Diffusion for Referring Human Action Segmentation in Multi-Person ScenariosCode0
HPERL: 3D Human Pose Estimation from RGB and LiDARCode0
Actional-Structural Graph Convolutional Networks for Skeleton-based Action RecognitionCode0
Uncertainty-DTW for Time Series and SequencesCode0
Convolutional Two-Stream Network Fusion for Video Action RecognitionCode0
Appearance-and-Relation Networks for Video ClassificationCode0
H-MoRe: Learning Human-centric Motion Representation for Action AnalysisCode0
ConvGRU in Fine-grained Pitching Action Recognition for Action Outcome PredictionCode0
A Perceptual Prediction Framework for Self Supervised Event SegmentationCode0
Action Recognition with Trajectory-Pooled Deep-Convolutional DescriptorsCode0
Hierarchical growing grid networks for skeleton based action recognitionCode0
Hierarchical Explanations for Video Action RecognitionCode0
High-Performance Inference Graph Convolutional Networks for Skeleton-Based Action RecognitionCode0
Human Action Recognition by Representing 3D Skeletons as Points in a Lie GroupCode0
Improving the Performance of Unimodal Dynamic Hand-Gesture Recognition with Multimodal TrainingCode0
FT-HID: A Large Scale RGB-D Dataset for First and Third Person Human Interaction AnalysisCode0
HA-ViD: A Human Assembly Video Dataset for Comprehensive Assembly Knowledge UnderstandingCode0
HARFLOW3D: A Latency-Oriented 3D-CNN Accelerator Toolflow for HAR on FPGA DevicesCode0
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All datasetsSomething-Something V2UCF101HMDB-51Something-Something V1AVA v2.2EPIC-KITCHENS-100NTU RGB+DNTU RGB+D 120Diving-48ActivityNetAVA v2.1H2O (2 Hands and Objects)

Benchmark Results

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