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 101–150 of 449 papers

TitleStatusHype
Distance-Aware Occlusion Detection with Focused AttentionCode1
Neural-Logic Human-Object Interaction DetectionCode1
PaStaNet: Toward Human Activity Knowledge EngineCode1
Person in Place: Generating Associative Skeleton-Guidance Maps for Human-Object Interaction Image EditingCode1
Perceiving 3D Human-Object Spatial Arrangements from a Single Image in the WildCode1
Exploring Structure-aware Transformer over Interaction Proposals for Human-Object Interaction DetectionCode1
BEHAVE: Dataset and Method for Tracking Human Object InteractionsCode1
DRG: Dual Relation Graph for Human-Object Interaction DetectionCode1
Polysemy Deciphering Network for Robust Human-Object Interaction DetectionCode1
Pose-based Modular Network for Human-Object Interaction DetectionCode1
First Place Solution to the CVPR'2023 AQTC Challenge: A Function-Interaction Centric Approach with Spatiotemporal Visual-Language AlignmentCode1
IMos: Intent-Driven Full-Body Motion Synthesis for Human-Object InteractionsCode1
RLIP: Relational Language-Image Pre-training for Human-Object Interaction DetectionCode1
Efficient Adaptive Human-Object Interaction Detection with Concept-guided MemoryCode1
ConsNet: Learning Consistency Graph for Zero-Shot Human-Object Interaction DetectionCode1
Reformulating HOI Detection as Adaptive Set PredictionCode1
Efficient Two-Stage Detection of Human-Object Interactions with a Novel Unary-Pairwise TransformerCode1
Relational Context Learning for Human-Object Interaction DetectionCode1
Transferable Interactiveness Knowledge for Human-Object Interaction DetectionCode1
RLIPv2: Fast Scaling of Relational Language-Image Pre-trainingCode1
In Defense of Scene Graphs for Image CaptioningCode1
EgoPlan-Bench: Benchmarking Multimodal Large Language Models for Human-Level PlanningCode1
Visual Compositional Learning for Human-Object Interaction DetectionCode1
Weakly Supervised Human-Object Interaction Detection in Video via Contrastive Spatiotemporal RegionsCode1
End-to-End Human Object Interaction Detection with HOI TransformerCode1
Bilateral Collaboration with Large Vision-Language Models for Open Vocabulary Human-Object Interaction DetectionCode0
Contextual Action Recognition with R*CNNCode0
RoHOI: Robustness Benchmark for Human-Object Interaction DetectionCode0
SHD360: A Benchmark Dataset for Salient Human Detection in 360° VideosCode0
Egocentric Human-Object Interaction Detection Exploiting Synthetic DataCode0
Efficient Explicit Joint-level Interaction Modeling with Mamba for Text-guided HOI GenerationCode0
Consistency Learning via Decoding Path Augmentation for Transformers in Human Object Interaction DetectionCode0
Rb-PaStaNet: A Few-Shot Human-Object Interaction Detection Based on Rules and Part StatesCode0
Recurrent Space-time Graph Neural NetworksCode0
Pose-aware Multi-level Feature Network for Human Object Interaction DetectionCode0
PersonaHOI: Effortlessly Improving Personalized Face with Human-Object Interaction GenerationCode0
PersonaHOI: Effortlessly Improving Face Personalization in Human-Object Interaction GenerationCode0
Pairwise Body-Part Attention for Recognizing Human-Object InteractionsCode0
Comparative Analysis of CNN-based Spatiotemporal Reasoning in VideosCode0
PPDM: Parallel Point Detection and Matching for Real-time Human-Object Interaction DetectionCode0
Distance Matters in Human-Object Interaction DetectionCode0
Multiverse Through Deepfakes: The MultiFakeVerse Dataset of Person-Centric Visual and Conceptual ManipulationsCode0
No-Frills Human-Object Interaction Detection: Factorization, Layout Encodings, and Training TechniquesCode0
Object-centric Video Representation for Long-term Action AnticipationCode0
Learning Human-Object Interactions by Graph Parsing Neural NetworksCode0
Attentional Pooling for Action RecognitionCode0
A Skeleton-aware Graph Convolutional Network for Human-Object Interaction DetectionCode0
Chairs Can be Stood on: Overcoming Object Bias in Human-Object Interaction DetectionCode0
Interaction Region Visual Transformer for Egocentric Action AnticipationCode0
Interactiveness Field in Human-Object InteractionsCode0
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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