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
Persistent-Transient Duality in Human Behavior Modeling—0
UnionDet: Union-Level Detector Towards Real-Time Human-Object Interaction Detection—0
PhysHOI: Physics-Based Imitation of Dynamic Human-Object Interaction—0
Physically Plausible Full-Body Hand-Object Interaction Synthesis—0
PICO: Reconstructing 3D People In Contact with Objects—0
Weakly-supervised HOI Detection via Prior-guided Bi-level Representation Learning—0
Zero-Shot Human-Object Interaction Synthesis with Multimodal Priors—0
Pose2Gaze: Eye-body Coordination during Daily Activities for Gaze Prediction from Full-body Poses—0
Video-based Contrastive Learning on Decision Trees: from Action Recognition to Autism Diagnosis—0
Pose-Based Two-Stream Relational Networks for Action Recognition in Videos—0
Video-based Human-Object Interaction Detection from Tubelet Tokens—0
Precise Affordance Annotation for Egocentric Action Video Datasets—0
Primitive-based 3D Human-Object Interaction Modelling and Programming—0
A Review of Human-Object Interaction Detection—0
A self-organizing neural network architecture for learning human-object interactions—0
whu-nercms at trecvid2021:instance search task—0
Autonomous Character-Scene Interaction Synthesis from Text Instruction—0
Weakly Supervised Learning of Affordances—0
AvatarGO: Zero-shot 4D Human-Object Interaction Generation and Animation—0
A Deep Learning Approach to Object Affordance Segmentation—0
Beyond Holistic Object Recognition: Enriching Image Understanding with Part States—0
Bi-Causal: Group Activity Recognition via Bidirectional Causality—0
Bilateral Adaptation for Human-Object Interaction Detection with Occlusion-Robustness—0
Reasoning About Human-Object Interactions Through Dual Attention Networks—0
Care about you: towards large-scale human-centric visual relationship detection—0
Reasoning Mamba: Hypergraph-Guided Region Relation Calculating for Weakly Supervised Affordance Grounding—0
Category-Aware Transformer Network for Better Human-Object Interaction Detection—0
Reconstructing Action-Conditioned Human-Object Interactions Using Commonsense Knowledge Priors—0
CG-HOI: Contact-Guided 3D Human-Object Interaction Generation—0
ChainHOI: Joint-based Kinematic Chain Modeling for Human-Object Interaction Generation—0
Reconstructing In-the-Wild Open-Vocabulary Human-Object Interactions—0
ChatHuman: Chatting about 3D Humans with Tools—0
ChatHuman: Language-driven 3D Human Understanding with Retrieval-Augmented Tool Reasoning—0
CHORUS: Learning Canonicalized 3D Human-Object Spatial Relations from Unbounded Synthesized Images—0
CHORUS : Learning Canonicalized 3D Human-Object Spatial Relations from Unbounded Synthesized Images—0
CinePile: A Long Video Question Answering Dataset and Benchmark—0
Classifying All Interacting Pairs in a Single Shot—0
CL-HOI: Cross-Level Human-Object Interaction Distillation from Vision Large Language Models—0
COBE: Contextualized Object Embeddings from Narrated Instructional Video—0
Complex Video Action Reasoning via Learnable Markov Logic Network—0
Compositional 3D Human-Object Neural Animation—0
Compositional Learning for Human Object Interaction—0
Compositional Learning in Transformer-Based Human-Object Interaction Detection—0
Recurrent Models for Situation Recognition—0
ContextHOI: Spatial Context Learning for Human-Object Interaction Detection—0
Contextual Guided Segmentation Framework for Semi-supervised Video Instance Segmentation—0
Contextual Heterogeneous Graph Network for Human-Object Interaction Detection—0
Controllable Human-Object Interaction Synthesis—0
CooHOI: Learning Cooperative Human-Object Interaction with Manipulated Object Dynamics—0
An Image-like Diffusion Method for Human-Object Interaction Detection—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