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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 351–400 of 449 papers

TitleStatusHype
COUCH: Towards Controllable Human-Chair Interactions—0
Crossing the Human-Robot Embodiment Gap with Sim-to-Real RL using One Human Demonstration—0
CycleHOI: Improving Human-Object Interaction Detection with Cycle Consistency of Detection and Generation—0
DAViD: Modeling Dynamic Affordance of 3D Objects using Pre-trained Video Diffusion Models—0
DecAug: Augmenting HOI Detection via Decomposition—0
VirtualModel: Generating Object-ID-retentive Human-object Interaction Image by Diffusion Model for E-commerce Marketing—0
The Overlooked Classifier in Human-Object Interaction Recognition—0
Deep Contextual Attention for Human-Object Interaction Detection—0
Deep Semantic Abstractions of Everyday Human Activities: On Commonsense Representations of Human Interactions—0
DemoGrasp: Few-Shot Learning for Robotic Grasping with Human Demonstration—0
Re-HOLD: Video Hand Object Interaction Reenactment via adaptive Layout-instructed Diffusion Model—0
Detecting and Recognizing Human-Object Interactions—0
Webly Supervised Concept Expansion for General Purpose Vision Models—0
Detecting Human-Object Interactions via Functional Generalization—0
Relation Parsing Neural Network for Human-Object Interaction Detection—0
ViSA-Flow: Accelerating Robot Skill Learning via Large-Scale Video Semantic Action Flow—0
Re-mine, Learn and Reason: Exploring the Cross-modal Semantic Correlations for Language-guided HOI detection—0
RHINO: Learning Real-Time Humanoid-Human-Object Interaction from Human Demonstrations—0
Detecting Human-Object Interaction with Mixed Supervision—0
Detection and Localization of Firearm Carriers in Complex Scenes for Improved Safety Measures—0
AnchorCrafter: Animate CyberAnchors Saling Your Products via Human-Object Interacting Video Generation—0
DexVIP: Learning Dexterous Grasping with Human Hand Pose Priors from Video—0
RHOBIN Challenge: Reconstruction of Human Object Interaction—0
Diagnosing Rarity in Human-Object Interaction Detection—0
Diffgrasp: Whole-Body Grasping Synthesis Guided by Object Motion Using a Diffusion Model—0
Visibility Aware Human-Object Interaction Tracking from Single RGB Camera—0
Vision-Guided Action: Enhancing 3D Human Motion Prediction with Gaze-informed Affordance in 3D Scenes—0
Discovering Human Interactions in Videos with Limited Data Labeling—0
Discovering Human Interactions With Large-Vocabulary Objects via Query and Multi-Scale Detection—0
RobustFusion: Robust Volumetric Performance Reconstruction under Human-object Interactions from Monocular RGBD Stream—0
Discovering Syntactic Interaction Clues for Human-Object Interaction Detection—0
Disentangled Interaction Representation for One-Stage Human-Object Interaction Detection—0
RR-Net: Injecting Interactive Semantics in Human-Object Interaction Detection—0
SAVCHOI: Detecting Suspicious Activities using Dense Video Captioning with Human Object Interactions—0
Distillation of Human-Object Interaction Contexts for Action Recognition—0
Distillation Using Oracle Queries for Transformer-Based Human-Object Interaction Detection—0
Do Deep Neural Networks Model Nonlinear Compositionality in the Neural Representation of Human-Object Interactions?—0
DPMix: Mixture of Depth and Point Cloud Video Experts for 4D Action Segmentation—0
DreamHOI: Subject-Driven Generation of 3D Human-Object Interactions with Diffusion Priors—0
Self-Selective Context for Interaction Recognition—0
DropKey—0
DropKey for Vision Transformer—0
Dynamic Scene Understanding from Vision-Language Representations—0
Semantics to Space(S2S): Embedding semantics into spatial space for zero-shot verb-object query inferencing—0
Effective Actor-centric Human-object Interaction Detection—0
Visual Relationship Detection Using Part-and-Sum Transformers with Composite Queries—0
Efficient Human-Object-Interaction (EHOI) Detection via Interaction Label Coding and Conditional Decision—0
3D-AffordanceLLM: Harnessing Large Language Models for Open-Vocabulary Affordance Detection in 3D Worlds—0
Egocentric Human-Object Interaction Detection: A New Benchmark and Method—0
EgoChoir: Capturing 3D Human-Object Interaction Regions from Egocentric Views—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