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
Mining Cross-Person Cues for Body-Part Interactiveness Learning in HOI DetectionCode1
Affordance Transfer Learning for Human-Object Interaction DetectionCode1
Polysemy Deciphering Network for Robust Human-Object Interaction DetectionCode1
Perceiving 3D Human-Object Spatial Arrangements from a Single Image in the WildCode1
Polysemy Deciphering Network for Human-Object Interaction DetectionCode1
Person in Place: Generating Associative Skeleton-Guidance Maps for Human-Object Interaction Image EditingCode1
BEHAVE: Dataset and Method for Tracking Human Object InteractionsCode1
DRG: Dual Relation Graph for Human-Object Interaction DetectionCode1
Pose-based Modular Network for Human-Object Interaction DetectionCode1
PoseGPT: Quantization-based 3D Human Motion Generation and ForecastingCode1
Relational Context Learning for Human-Object Interaction DetectionCode1
Dynamics-Regulated Kinematic Policy for Egocentric Pose EstimationCode1
Transferable Interactiveness Knowledge 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
RelViT: Concept-guided Vision Transformer for Visual Relational ReasoningCode1
Efficient Two-Stage Detection of Human-Object Interactions with a Novel Unary-Pairwise TransformerCode1
RLIP: Relational Language-Image Pre-training for Human-Object Interaction DetectionCode1
Visual Compositional Learning for Human-Object Interaction DetectionCode1
In Defense of Scene Graphs for Image CaptioningCode1
Weakly-Supervised Affordance Grounding Guided by Part-Level Semantic PriorsCode1
EgoPlan-Bench: Benchmarking Multimodal Large Language Models for Human-Level PlanningCode1
FGAHOI: Fine-Grained Anchors for Human-Object Interaction DetectionCode1
Spatially Conditioned Graphs for Detecting Human-Object InteractionsCode1
End-to-End Human Object Interaction Detection with HOI TransformerCode1
Bilateral Collaboration with Large Vision-Language Models for Open Vocabulary Human-Object Interaction DetectionCode0
SHD360: A Benchmark Dataset for Salient Human Detection in 360° VideosCode0
Contextual Action Recognition with R*CNNCode0
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
RoHOI: Robustness Benchmark for Human-Object Interaction DetectionCode0
PPDM: Parallel Point Detection and Matching for Real-time Human-Object Interaction DetectionCode0
Pose-aware Multi-level Feature Network for Human Object Interaction DetectionCode0
PersonaHOI: Effortlessly Improving Face Personalization in Human-Object Interaction GenerationCode0
Comparative Analysis of CNN-based Spatiotemporal Reasoning in VideosCode0
PersonaHOI: Effortlessly Improving Personalized Face with Human-Object Interaction GenerationCode0
Distance Matters in Human-Object Interaction DetectionCode0
Object-centric Video Representation for Long-term Action AnticipationCode0
No-Frills Human-Object Interaction Detection: Factorization, Layout Encodings, and Training TechniquesCode0
Pairwise Body-Part Attention for Recognizing Human-Object InteractionsCode0
Multiverse Through Deepfakes: The MultiFakeVerse Dataset of Person-Centric Visual and Conceptual ManipulationsCode0
TED-Net: Dispersal Attention for Perceiving Interaction Region in Indirectly-Contact HOI DetectionCode0
Attentional Pooling for Action RecognitionCode0
Learning Human-Object Interactions by Graph Parsing Neural NetworksCode0
Leverage Interactive Affinity for Affordance LearningCode0
A Skeleton-aware Graph Convolutional Network for Human-Object Interaction DetectionCode0
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