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 276–300 of 449 papers

TitleStatusHype
UAHOI: Uncertainty-aware Robust Interaction Learning for HOI Detection—0
MSTR: Multi-Scale Transformer for End-to-End Human-Object Interaction Detection—0
Multi-Stage Deep Transfer Learning for EmIoT-enabled Human-Computer Interaction—0
Multi-View Region Adaptive Multi-temporal DMM and RGB Action Recognition—0
NeuralDome: A Neural Modeling Pipeline on Multi-View Human-Object Interactions—0
Neural Free-Viewpoint Performance Rendering under Complex Human-object Interactions—0
NeuralHOFusion: Neural Volumetric Rendering under Human-object Interactions—0
Understanding Spatio-Temporal Relations in Human-Object Interaction using Pyramid Graph Convolutional Network—0
NODE-Adapter: Neural Ordinary Differential Equations for Better Vision-Language Reasoning—0
Novel Human-Object Interaction Detection via Adversarial Domain Generalization—0
Object Modelling with a Handheld RGB-D Camera—0
Object Motion Guided Human Motion Synthesis—0
Object-Occluded Human Shape and Pose Estimation From a Single Color Image—0
OmniHuman-1: Rethinking the Scaling-Up of One-Stage Conditioned Human Animation Models—0
On the Robustness of Human-Object Interaction Detection against Distribution Shift—0
OOD-HOI: Text-Driven 3D Whole-Body Human-Object Interactions Generation Beyond Training Domains—0
Open-Category Human-Object Interaction Pre-Training via Language Modeling Framework—0
Open Set Video HOI detection from Action-Centric Chain-of-Look Prompting—0
Open-World Human-Object Interaction Detection via Multi-modal Prompts—0
Orchestrating the Symphony of Prompt Distribution Learning for Human-Object Interaction Detection—0
ParaHome: Parameterizing Everyday Home Activities Towards 3D Generative Modeling of Human-Object Interactions—0
Parallel Reasoning Network for Human-Object Interaction Detection—0
Unified Visual Relationship Detection with Vision and Language Models—0
UniHM: Universal Human Motion Generation with Object Interactions in Indoor Scenes—0
Persistent-Transient Duality: A Multi-mechanism Approach for Modeling Human-Object 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