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 301–350 of 449 papers

TitleStatusHype
Distillation Using Oracle Queries for Transformer-Based Human-Object Interaction Detection—0
Expansion-Squeeze-Excitation Fusion Network for Elderly Activity Recognition—0
Distillation of Human-Object Interaction Contexts for Action Recognition—0
QAHOI: Query-Based Anchors for Human-Object Interaction DetectionCode1
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
Efficient Two-Stage Detection of Human-Object Interactions with a Novel Unary-Pairwise TransformerCode1
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
Weakly Supervised Human-Object Interaction Detection in Video via Contrastive Spatiotemporal RegionsCode1
Virtual Multi-Modality Self-Supervised Foreground Matting for Human-Object InteractionCode1
ACP++: Action Co-occurrence Priors for Human-Object Interaction DetectionCode1
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
D3D-HOI: Dynamic 3D Human-Object Interactions from VideosCode1
Exploiting Scene Graphs for Human-Object Interaction DetectionCode1
Mining the Benefits of Two-stage and One-stage HOI DetectionCode1
GTNet:Guided Transformer Network for Detecting Human-Object InteractionsCode1
Neural Free-Viewpoint Performance Rendering under Complex Human-object Interactions—0
Spot What Matters: Learning Context Using Graph Convolutional Networks for Weakly-Supervised Action DetectionCode1
Is Object Detection Necessary for Human-Object Interaction Recognition?—0
Hierarchical Video Prediction Using Relational Layouts for Human-Object Interactions—0
Dynamics-Regulated Kinematic Policy for Egocentric Pose EstimationCode1
Contextual Guided Segmentation Framework for Semi-supervised Video Instance Segmentation—0
ST-HOI: A Spatial-Temporal Baseline for Human-Object Interaction Detection in VideosCode1
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
HOTR: End-to-End Human-Object Interaction Detection with TransformersCode1
Glance and Gaze: Inferring Action-aware Points for One-Stage Human-Object Interaction DetectionCode1
TRiPOD: Human Trajectory and Pose Dynamics Forecasting in the Wild—0
Affordance Transfer Learning for Human-Object Interaction DetectionCode1
Detecting Human-Object Interaction via Fabricated Compositional LearningCode1
Reformulating HOI Detection as Adaptive Set PredictionCode1
QPIC: Query-Based Pairwise Human-Object Interaction Detection with Image-Wide Contextual InformationCode1
End-to-End Human Object Interaction Detection with HOI TransformerCode1
Learning Asynchronous and Sparse Human-Object Interaction in Videos—0
In Defense of Scene Graphs for Image CaptioningCode1
Transferable Interactiveness Knowledge for Human-Object Interaction DetectionCode1
Interaction Compass: Multi-Label Zero-Shot Learning of Human-Object Interactions via Spatial RelationsCode1
Discovering Human Interactions With Large-Vocabulary Objects via Query and Multi-Scale Detection—0
Towards Overcoming False Positives in Visual Relationship Detection—0
LIGHTEN: Learning Interactions with Graph and Hierarchical TEmporal Networks for HOI in videosCode1
Spatially Conditioned Graphs for Detecting Human-Object InteractionsCode1
Is First Person Vision Challenging for Object Tracking?—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