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 51–100 of 449 papers

TitleStatusHype
Locality-Aware Zero-Shot Human-Object Interaction DetectionCode1
Mining Cross-Person Cues for Body-Part Interactiveness Learning in HOI DetectionCode1
BEHAVE: Dataset and Method for Tracking Human Object InteractionsCode1
Monocular Human-Object Reconstruction in the WildCode1
Person in Place: Generating Associative Skeleton-Guidance Maps for Human-Object Interaction Image EditingCode1
Polysemy Deciphering Network for Human-Object Interaction DetectionCode1
ConsNet: Learning Consistency Graph for Zero-Shot Human-Object Interaction DetectionCode1
Pose-based Modular Network for Human-Object Interaction DetectionCode1
QPIC: Query-Based Pairwise Human-Object Interaction Detection with Image-Wide Contextual InformationCode1
Exploring Structure-aware Transformer over Interaction Proposals for Human-Object Interaction DetectionCode1
Relational Context Learning for Human-Object Interaction DetectionCode1
RelViT: Concept-guided Vision Transformer for Visual Relational ReasoningCode1
FGAHOI: Fine-Grained Anchors for Human-Object Interaction DetectionCode1
Geometric Features Informed Multi-person Human-object Interaction Recognition in VideosCode1
End-to-End Human Object Interaction Detection with HOI TransformerCode1
Explanation-based Weakly-supervised Learning of Visual Relations with Graph NetworksCode1
D3D-HOI: Dynamic 3D Human-Object Interactions from VideosCode1
Efficient Two-Stage Detection of Human-Object Interactions with a Novel Unary-Pairwise TransformerCode1
EgoPlan-Bench: Benchmarking Multimodal Large Language Models for Human-Level PlanningCode1
End-to-End Zero-Shot HOI Detection via Vision and Language Knowledge DistillationCode1
DECO: Dense Estimation of 3D Human-Scene Contact In The WildCode1
Affordance Transfer Learning for Human-Object Interaction DetectionCode1
Cascaded Human-Object Interaction RecognitionCode1
Exploring the Potential of Large Foundation Models for Open-Vocabulary HOI DetectionCode1
Articulated 3D Human-Object Interactions from RGB Videos: An Empirical Analysis of Approaches and ChallengesCode1
Distance-Aware Occlusion Detection with Focused AttentionCode1
Detailed 2D-3D Joint Representation for Human-Object InteractionCode1
Category Query Learning for Human-Object Interaction ClassificationCode1
Exploiting Scene Graphs for Human-Object Interaction DetectionCode1
Disentangled Pre-training for Human-Object Interaction DetectionCode1
Detecting Human-Object Interactions with Action Co-occurrence PriorsCode1
Detecting Human-Object Interactions with Action Co-occurrence PriorsCode1
Detecting Human-Object Interactions with Object-Guided Cross-Modal Calibrated SemanticsCode1
Detecting Human-Object Interaction via Fabricated Compositional LearningCode1
Full-Body Articulated Human-Object InteractionCode1
HOI4D: A 4D Egocentric Dataset for Category-Level Human-Object InteractionCode1
Boosting Human-Object Interaction Detection with Text-to-Image Diffusion ModelCode1
Dynamics-Regulated Kinematic Policy for Egocentric Pose EstimationCode1
Diagnosing Human-object Interaction DetectorsCode1
Human-Object Interaction Prediction in Videos through Gaze FollowingCode1
Bongard-HOI: Benchmarking Few-Shot Visual Reasoning for Human-Object InteractionsCode1
DIRV: Dense Interaction Region Voting for End-to-End Human-Object Interaction DetectionCode1
Discovering A Variety of Objects in Spatio-Temporal Human-Object InteractionsCode1
Instance Tracking in 3D Scenes from Egocentric VideosCode1
ACP++: Action Co-occurrence Priors for Human-Object Interaction DetectionCode1
Discovering Human Interactions With Novel Objects via Zero-Shot LearningCode1
Discovering Human-Object Interaction Concepts via Self-Compositional LearningCode1
Learning Affordance Grounding from Exocentric ImagesCode1
Auto-Regressive Diffusion for Generating 3D Human-Object InteractionsCode1
Exploring Conditional Multi-Modal Prompts for Zero-shot HOI DetectionCode1
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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