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 351–400 of 449 papers

TitleStatusHype
Distillation Using Oracle Queries for Transformer-Based Human-Object Interaction Detection—0
Complex Video Action Reasoning via Learnable Markov Logic Network—0
Expansion-Squeeze-Excitation Fusion Network for Elderly Activity Recognition—0
Distillation of Human-Object Interaction Contexts for Action Recognition—0
Improving Human-Object Interaction Detection via Phrase Learning and Label Composition—0
The Overlooked Classifier in Human-Object Interaction Recognition—0
DemoGrasp: Few-Shot Learning for Robotic Grasping with Human Demonstration—0
Human-Object Interaction Detection via Weak Supervision—0
Estimating 3D Motion and Forces of Human-Object Interactions from Internet Videos—0
whu-nercms at trecvid2021:instance search task—0
Is First Person Vision Challenging for Object Tracking?—0
Spatio-Temporal Interaction Graph Parsing Networks for Human-Object Interaction Recognition—0
Gravity-Aware Monocular 3D Human-Object Reconstruction—0
Neural Free-Viewpoint Performance Rendering under Complex Human-object Interactions—0
Is Object Detection Necessary for Human-Object Interaction Recognition?—0
Hierarchical Video Prediction Using Relational Layouts for Human-Object Interactions—0
Contextual Guided Segmentation Framework for Semi-supervised Video Instance Segmentation—0
SHD360: A Benchmark Dataset for Salient Human Detection in 360° VideosCode0
Human Object Interaction Detection using Two-Direction Spatial Enhancement and Exclusive Object Prior—0
Visual Relationship Detection Using Part-and-Sum Transformers with Composite Queries—0
RobustFusion: Robust Volumetric Performance Reconstruction under Human-object Interactions from Monocular RGBD Stream—0
RR-Net: Injecting Interactive Semantics in Human-Object Interaction Detection—0
TRiPOD: Human Trajectory and Pose Dynamics Forecasting in the Wild—0
Learning Asynchronous and Sparse Human-Object Interaction in Videos—0
Discovering Human Interactions With Large-Vocabulary Objects via Query and Multi-Scale Detection—0
Towards Overcoming False Positives in Visual Relationship Detection—0
Is First Person Vision Challenging for Object Tracking?—0
Detecting Human-Object Interaction with Mixed Supervision—0
Kinematics-Guided Reinforcement Learning for Object-Aware 3D Ego-Pose Estimation—0
Contextual Heterogeneous Graph Network for Human-Object Interaction Detection—0
Self-Selective Context for Interaction Recognition—0
DecAug: Augmenting HOI Detection via Decomposition—0
Zero-Shot Human-Object Interaction Recognition via Affordance Graphs—0
Rb-PaStaNet: A Few-Shot Human-Object Interaction Detection Based on Rules and Part StatesCode0
Amplifying Key Cues for Human-Object-Interaction Detection—0
COBE: Contextualized Object Embeddings from Narrated Instructional Video—0
A Graph-based Interactive Reasoning for Human-Object Interaction Detection—0
Joint Hand-object 3D Reconstruction from a Single Image with Cross-branch Feature Fusion—0
Diagnosing Rarity in Human-Object Interaction Detection—0
Object-Occluded Human Shape and Pose Estimation From a Single Color Image—0
Novel Human-Object Interaction Detection via Adversarial Domain Generalization—0
Localizing Firearm Carriers by Identifying Human-Object Pairs—0
A Deep Learning Approach to Object Affordance Segmentation—0
Spatial Priming for Detecting Human-Object Interactions—0
GID-Net: Detecting Human-Object Interaction with Global and Instance Dependency—0
TPPO: A Novel Trajectory Predictor with Pseudo Oracle—0
Classifying All Interacting Pairs in a Single Shot—0
PPDM: Parallel Point Detection and Matching for Real-time Human-Object Interaction DetectionCode0
Generating Videos of Zero-Shot Compositions of Actions and Objects—0
Forecasting Human-Object Interaction: Joint Prediction of Motor Attention and Actions in First Person VideoCode0
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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