SOTAVerified

Human-Object Interaction Detection

Human-Object Interaction (HOI) detection is a task of identifying "a set of interactions" in an image, which involves the i) localization of the subject (i.e., humans) and target (i.e., objects) of interaction, and ii) the classification of the interaction labels.

Papers

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Showing 351–400 of 449 papers

TitleStatusHype
Detecting Human-Object Interaction with Mixed Supervision—0
Kinematics-Guided Reinforcement Learning for Object-Aware 3D Ego-Pose Estimation—0
HOI Analysis: Integrating and Decomposing Human-Object InteractionCode1
Contextual Heterogeneous Graph Network for Human-Object Interaction Detection—0
Self-Selective Context for Interaction Recognition—0
The MECCANO Dataset: Understanding Human-Object Interactions from Egocentric Videos in an Industrial-like DomainCode1
DecAug: Augmenting HOI Detection via Decomposition—0
DIRV: Dense Interaction Region Voting for End-to-End Human-Object Interaction DetectionCode1
Human-Object Interaction Detection:A Quick Survey and Examination of MethodsCode1
Zero-Shot Human-Object Interaction Recognition via Affordance Graphs—0
DRG: Dual Relation Graph for Human-Object Interaction DetectionCode1
ConsNet: Learning Consistency Graph for Zero-Shot Human-Object Interaction DetectionCode1
Rb-PaStaNet: A Few-Shot Human-Object Interaction Detection Based on Rules and Part StatesCode0
Polysemy Deciphering Network for Robust Human-Object Interaction DetectionCode1
Pose-based Modular Network for Human-Object Interaction DetectionCode1
Detecting Human-Object Interactions with Action Co-occurrence PriorsCode1
Amplifying Key Cues for Human-Object-Interaction Detection—0
Polysemy Deciphering Network for Human-Object Interaction DetectionCode1
LEMMA: A Multi-view Dataset for Learning Multi-agent Multi-task ActivitiesCode1
Perceiving 3D Human-Object Spatial Arrangements from a Single Image in the WildCode1
Visual Compositional Learning for Human-Object Interaction DetectionCode1
Detecting Human-Object Interactions with Action Co-occurrence PriorsCode1
COBE: Contextualized Object Embeddings from Narrated Instructional Video—0
A Graph-based Interactive Reasoning for Human-Object Interaction Detection—0
VPN: Learning Video-Pose Embedding for Activities of Daily LivingCode1
Joint Hand-object 3D Reconstruction from a Single Image with Cross-branch Feature Fusion—0
Explanation-based Weakly-supervised Learning of Visual Relations with Graph NetworksCode1
Diagnosing Rarity in Human-Object Interaction Detection—0
Object-Occluded Human Shape and Pose Estimation From a Single Color Image—0
Discovering Human Interactions With Novel Objects via Zero-Shot LearningCode1
Novel Human-Object Interaction Detection via Adversarial Domain Generalization—0
Localizing Firearm Carriers by Identifying Human-Object Pairs—0
A Deep Learning Approach to Object Affordance Segmentation—0
Detailed 2D-3D Joint Representation for Human-Object InteractionCode1
Spatial Priming for Detecting Human-Object Interactions—0
PaStaNet: Toward Human Activity Knowledge EngineCode1
Learning Human-Object Interaction Detection using Interaction PointsCode1
Use the Force, Luke! Learning to Predict Physical Forces by Simulating EffectsCode1
VSGNet: Spatial Attention Network for Detecting Human Object Interactions Using Graph ConvolutionsCode1
GID-Net: Detecting Human-Object Interaction with Global and Instance Dependency—0
Cascaded Human-Object Interaction RecognitionCode1
TPPO: A Novel Trajectory Predictor with Pseudo Oracle—0
Classifying All Interacting Pairs in a Single Shot—0
Visual-Semantic Graph Attention Networks for Human-Object Interaction DetectionCode1
PPDM: Parallel Point Detection and Matching for Real-time Human-Object Interaction DetectionCode0
Generating Videos of Zero-Shot Compositions of Actions and Objects—0
Forecasting Human-Object Interaction: Joint Prediction of Motor Attention and Actions in First Person VideoCode0
Tell Me What They're Holding: Weakly-supervised Object Detection with Transferable Knowledge from Human-object Interaction—0
Deep Contextual Attention for Human-Object Interaction Detection—0
Relation Parsing Neural Network for Human-Object Interaction Detection—0
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All datasetsHICO-DETV-COCOHICOVidHOIAmbiguious-HOIMECCANO

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Ours (PViC+)mAP46.49—Unverified
2RLIPv2 (Swin-L)mAP45.09—Unverified
3PViC-SwinLmAP44.32—Unverified
4SOV-STG (Swin-L)mAP43.35—Unverified
5DiffHOImAP41.5—Unverified
6ViPLOmAP37.22—Unverified
7FGAHOImAP37.18—Unverified
8ERNetmAP36.89—Unverified
9CQL+GEN-VLKT-LmAP36.03—Unverified
10QAHOI (Swin-L)mAP35.78—Unverified
#ModelMetricClaimedVerifiedStatus
1RLIPv2AP(S1)72.1—Unverified
2MURENAP(S1)68.8—Unverified
3STIPAP(S1)66—Unverified
4DiffHOIAP(S1)65.7—Unverified
5OCN (ResNet101)AP(S1)65.3—Unverified
6OCN (ResNet50)AP(S1)64.2—Unverified
7CDN (ResNet101)AP(S1)63.91—Unverified
8HOICLIPAP(S1)63.5—Unverified
9QPIC + CPCMAP63.1—Unverified
10Body Part InteractivenessAP(S1)63—Unverified
#ModelMetricClaimedVerifiedStatus
1DEFRmAP65.6—Unverified
2HAKEmAP47.1—Unverified
3PaStaNetmAP46.3—Unverified
4RelViTmAP43.98—Unverified
5Pairwise-PartmAP39.9—Unverified
6Mallya & LazebnikmAP36.1—Unverified
7Girdhar & RamananmAP34.6—Unverified
8R*CNNmAP28.5—Unverified
#ModelMetricClaimedVerifiedStatus
1HOI4ABOTDetection: Full (mAP@0.5)11.12—Unverified
2ST-GAZEDetection: Full (mAP@0.5)10.4—Unverified
3STTRANDetection: Full (mAP@0.5)7.61—Unverified
#ModelMetricClaimedVerifiedStatus
1DJ-RNmAP10.37—Unverified
2iCANmAP8.14—Unverified
#ModelMetricClaimedVerifiedStatus
1SlowFast + FasterRCNNmAP@0.5 role25.93—Unverified