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 401–449 of 449 papers

TitleStatusHype
EgoGaussian: Dynamic Scene Understanding from Egocentric Video with 3D Gaussian Splatting—0
EigenActor: Variant Body-Object Interaction Generation Evolved from Invariant Action Basis Reasoning—0
Simultaneous Joint and Object Trajectory Templates for Human Activity Recognition from 3-D Data—0
End-to-End HOI Reconstruction Transformer with Graph-based Encoding—0
Skeleton-Based Action Recognition with Spatial Reasoning and Temporal Stack Learning—0
Enhancing Human-Centered Dynamic Scene Understanding via Multiple LLMs Collaborated Reasoning—0
ENIGMA-51: Towards a Fine-Grained Understanding of Human-Object Interactions in Industrial Scenarios—0
Estimating 3D Motion and Forces of Human-Object Interactions from Internet Videos—0
Expansion-Squeeze-Excitation Fusion Network for Elderly Activity Recognition—0
TMHOI: Translational Model for Human-Object Interaction Detection—0
A Comprehensive Methodological Survey of Human Activity Recognition Across Divers Data Modalities—0
Exploring Interactive Semantic Alignment for Efficient HOI Detection with Vision-language Model—0
Exploring Pose-Aware Human-Object Interaction via Hybrid Learning—0
3D Human Interaction Generation: A Survey—0
Exploring Self- and Cross-Triplet Correlations for Human-Object Interaction Detection—0
Exploring State Change Capture of Heterogeneous Backbones @ Ego4D Hands and Objects Challenge 2022—0
Spatial Parsing and Dynamic Temporal Pooling networks for Human-Object Interaction detection—0
Spatial Priming for Detecting Human-Object Interactions—0
Eye Gaze as a Signal for Conveying User Attention in Contextual AI Systems—0
Few-Shot Learning from Augmented Label-Uncertain Queries in Bongard-HOI—0
Spatio-Temporal Interaction Graph Parsing Networks for Human-Object Interaction Recognition—0
F-HOI: Toward Fine-grained Semantic-Aligned 3D Human-Object Interactions—0
Fine-grained Event Learning of Human-Object Interaction with LSTM-CRF—0
First Person Action-Object Detection with EgoNet—0
Interaction Replica: Tracking Human-Object Interaction and Scene Changes From Human Motion—0
FORCE: Physics-aware Human-object Interaction—0
ForcePose: A Deep Learning Approach for Force Calculation Based on Action Recognition Using MediaPipe Pose Estimation Combined with Object Detection—0
FreeA: Human-object Interaction Detection using Free Annotation Labels—0
From Category to Scenery: An End-to-End Framework for Multi-Person Human-Object Interaction Recognition in Videos—0
From Infants to AI: Incorporating Infant-like Learning in Models Boosts Efficiency and Generalization in Learning Social Prediction Tasks—0
Visual Object Tracking in First Person Vision—0
Functional 3D Scene Synthesis through Human-Scene Optimization—0
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
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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