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 201–225 of 449 papers

TitleStatusHype
GASPACHO: Gaussian Splatting for Controllable Humans and Objects—0
Generalized Visual Relation Detection with Diffusion Models—0
Generating Human-Centric Visual Cues for Human-Object Interaction Detection via Large Vision-Language Models—0
Generating Human Interaction Motions in Scenes with Text Control—0
What to look at and where: Semantic and Spatial Refined Transformer for detecting human-object interactions—0
VLM-HOI: Vision Language Models for Interpretable Human-Object Interaction Analysis—0
Geometric Visual Fusion Graph Neural Networks for Multi-Person Human-Object Interaction Recognition in Videos—0
GID-Net: Detecting Human-Object Interaction with Global and Instance Dependency—0
3DArticCyclists: Generating Synthetic Articulated 8D Pose-Controllable Cyclist Data for Computer Vision Applications—0
SyncDiff: Synchronized Motion Diffusion for Multi-Body Human-Object Interaction Synthesis—0
GLOVER: Generalizable Open-Vocabulary Affordance Reasoning for Task-Oriented Grasping—0
Graphing the Future: Activity and Next Active Object Prediction using Graph-based Activity Representations—0
GraspDiffusion: Synthesizing Realistic Whole-body Hand-Object Interaction—0
Gravity-Aware Monocular 3D Human-Object Reconstruction—0
Synthesizing Diverse Human Motions in 3D Indoor Scenes—0
Grounded Human-Object Interaction Hotspots from Video (Extended Abstract)—0
Group Activity Recognition via Dynamic Composition and Interaction—0
Target-Aware Video Diffusion Models—0
Guiding Human-Object Interactions with Rich Geometry and Relations—0
An analysis of HOI: using a training-free method with multimodal visual foundation models when only the test set is available, without the training set—0
Task-Oriented Human-Object Interactions Generation with Implicit Neural Representations—0
HandyPriors: Physically Consistent Perception of Hand-Object Interactions with Differentiable Priors—0
HICO: A Benchmark for Recognizing Human-Object Interactions in Images—0
Hi-Dyna Graph: Hierarchical Dynamic Scene Graph for Robotic Autonomy in Human-Centric Environments—0
Hierarchical Generation of Human-Object Interactions with Diffusion Probabilistic Models—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