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 226–250 of 449 papers

TitleStatusHype
Hierarchical Video Prediction Using Relational Layouts for Human-Object Interactions—0
HIMO: A New Benchmark for Full-Body Human Interacting with Multiple Objects—0
HODN: Disentangling Human-Object Feature for HOI Detection—0
Hoi2Anomaly: An Explainable Anomaly Detection Approach Guided by Human-Object Interaction—0
HOI4ABOT: Human-Object Interaction Anticipation for Human Intention Reading Collaborative roBOTs—0
Tell Me What They're Holding: Weakly-supervised Object Detection with Transferable Knowledge from Human-object Interaction—0
HOIAnimator: Generating Text-prompt Human-object Animations using Novel Perceptive Diffusion Models—0
Template Free Reconstruction of Human-object Interaction with Procedural Interaction Generation—0
HOI-Diff: Text-Driven Synthesis of 3D Human-Object Interactions using Diffusion Models—0
HOIGen-1M: A Large-scale Dataset for Human-Object Interaction Video Generation—0
HOI-M^3: Capture Multiple Humans and Objects Interaction within Contextual Environment—0
HOI-M3:Capture Multiple Humans and Objects Interaction within Contextual Environment—0
HOIMotion: Forecasting Human Motion During Human-Object Interactions Using Egocentric 3D Object Bounding Boxes—0
HOI-PAGE: Zero-Shot Human-Object Interaction Generation with Part Affordance Guidance—0
HOIverse: A Synthetic Scene Graph Dataset With Human Object Interactions—0
HOKEM: Human and Object Keypoint-based Extension Module for Human-Object Interaction Detection—0
Holistic++ Scene Understanding: Single-view 3D Holistic Scene Parsing and Human Pose Estimation with Human-Object Interaction and Physical Commonsense—0
HORP: Human-Object Relation Priors Guided HOI Detection—0
HOSNeRF: Dynamic Human-Object-Scene Neural Radiance Fields from a Single Video—0
Human-Aware 3D Scene Generation with Spatially-constrained Diffusion Models—0
Human Centred Object Co-Segmentation—0
An Abstract Specification of VoxML as an Annotation Language—0
Human Motion Prediction, Reconstruction, and Generation—0
Human-Object Interaction Detection Collaborated with Large Relation-driven Diffusion Models—0
Test-time Distribution Learning Adapter for Cross-modal Visual Reasoning—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