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
A Comprehensive Methodological Survey of Human Activity Recognition Across Divers Data Modalities—0
DreamHOI: Subject-Driven Generation of 3D Human-Object Interactions with Diffusion Priors—0
InterTrack: Tracking Human Object Interaction without Object Templates—0
Learning 2D Invariant Affordance Knowledge for 3D Affordance Grounding—0
A Review of Human-Object Interaction Detection—0
Towards Flexible Visual Relationship Segmentation—0
UAHOI: Uncertainty-aware Robust Interaction Learning for HOI Detection—0
Efficient Human-Object-Interaction (EHOI) Detection via Interaction Label Coding and Conditional Decision—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
A Plug-and-Play Method for Rare Human-Object Interactions Detection by Bridging Domain GapCode0
Kinematics-based 3D Human-Object Interaction Reconstruction from Single View—0
F-HOI: Toward Fine-grained Semantic-Aligned 3D Human-Object Interactions—0
HIMO: A New Benchmark for Full-Body Human Interacting with Multiple Objects—0
CycleHOI: Improving Human-Object Interaction Detection with Cycle Consistency of Detection and Generation—0
NODE-Adapter: Neural Ordinary Differential Equations for Better Vision-Language Reasoning—0
Fine-Grained Multi-View Hand Reconstruction Using Inverse RenderingCode0
HOIMotion: Forecasting Human Motion During Human-Object Interactions Using Egocentric 3D Object Bounding Boxes—0
From Category to Scenery: An End-to-End Framework for Multi-Person Human-Object Interaction Recognition in Videos—0
EgoGaussian: Dynamic Scene Understanding from Egocentric Video with 3D Gaussian Splatting—0
Geometric Features Enhanced Human-Object Interaction DetectionCode0
Human-Aware 3D Scene Generation with Spatially-constrained Diffusion Models—0
Human-Object Interaction from Human-Level Instructions—0
CooHOI: Learning Cooperative Human-Object Interaction with Manipulated Object Dynamics—0
LLAVIDAL: A Large LAnguage VIsion Model for Daily Activities of Living—0
Open-World Human-Object Interaction Detection via Multi-modal Prompts—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