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

Showing 401449 of 449 papers

TitleStatusHype
DecAug: Augmenting HOI Detection via Decomposition0
VirtualModel: Generating Object-ID-retentive Human-object Interaction Image by Diffusion Model for E-commerce Marketing0
The Overlooked Classifier in Human-Object Interaction Recognition0
ERNet: Efficient and Reliable 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
Exploiting CLIP for Zero-shot HOI Detection Requires Knowledge Distillation at Multiple LevelsCode0
Exploiting Multimodal Synthetic Data for Egocentric Human-Object Interaction Detection in an Industrial ScenarioCode0
Grounded Human-Object Interaction Hotspots from VideoCode0
No-Frills Human-Object Interaction Detection: Factorization, Layout Encodings, and Training TechniquesCode0
Recurrent Space-time Graph Neural NetworksCode0
Object-centric Video Representation for Long-term Action AnticipationCode0
SHD360: A Benchmark Dataset for Salient Human Detection in 360° VideosCode0
Leverage Interactive Affinity for Affordance LearningCode0
Descriptive Caption Enhancement with Visual Specialists for Multimodal PerceptionCode0
Pose-aware Multi-level Feature Network for Human Object Interaction DetectionCode0
Bilateral Collaboration with Large Vision-Language Models for Open Vocabulary Human-Object Interaction DetectionCode0
Visual-Geometric Collaborative Guidance for Affordance LearningCode0
HICO-DET-SG and V-COCO-SG: New Data Splits for Evaluating the Systematic Generalization Performance of Human-Object Interaction Detection ModelsCode0
Rb-PaStaNet: A Few-Shot Human-Object Interaction Detection Based on Rules and Part StatesCode0
RoHOI: Robustness Benchmark for Human-Object Interaction DetectionCode0
Fine-grained Affordance Annotation for Egocentric Hand-Object Interaction VideosCode0
PPDM: Parallel Point Detection and Matching for Real-time Human-Object Interaction DetectionCode0
Fine-Grained Multi-View Hand Reconstruction Using Inverse RenderingCode0
Highlighting Object Category Immunity for the Generalization of Human-Object Interaction DetectionCode0
Boosting Zero-Shot Human-Object Interaction Detection with Vision-Language TransferCode0
Focusing on what to decode and what to train: SOV Decoding with Specific Target Guided DeNoising and Vision Language AdvisorCode0
B-RIGHT: Benchmark Re-evaluation for Integrity in Generalized Human-Object Interaction TestingCode0
A Plug-and-Play Method for Rare Human-Object Interactions Detection by Bridging Domain GapCode0
Forecasting Human-Object Interaction: Joint Prediction of Motor Attention and Actions in First Person VideoCode0
Pairwise Body-Part Attention for Recognizing Human-Object InteractionsCode0
TED-Net: Dispersal Attention for Perceiving Interaction Region in Indirectly-Contact HOI DetectionCode0
Consistency Learning via Decoding Path Augmentation for Transformers in Human Object Interaction DetectionCode0
VioPose: Violin Performance 4D Pose Estimation by Hierarchical Audiovisual InferenceCode0
Distance Matters in Human-Object Interaction DetectionCode0
A Skeleton-aware Graph Convolutional Network for Human-Object Interaction DetectionCode0
Efficient Explicit Joint-level Interaction Modeling with Mamba for Text-guided HOI GenerationCode0
Toward Open-Set Human Object Interaction DetectionCode0
Attentional Pooling for Action RecognitionCode0
Multiverse Through Deepfakes: The MultiFakeVerse Dataset of Person-Centric Visual and Conceptual ManipulationsCode0
Geometric Features Enhanced Human-Object Interaction DetectionCode0
PersonaHOI: Effortlessly Improving Personalized Face with Human-Object Interaction GenerationCode0
PersonaHOI: Effortlessly Improving Face Personalization in Human-Object Interaction GenerationCode0
Learning Human-Object Interactions by Graph Parsing Neural NetworksCode0
Contextual Action Recognition with R*CNNCode0
Egocentric Human-Object Interaction Detection Exploiting Synthetic DataCode0
Comparative Analysis of CNN-based Spatiotemporal Reasoning in VideosCode0
Temporal Relational Reasoning in VideosCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Ours (PViC+)mAP46.49Unverified
2RLIPv2 (Swin-L)mAP45.09Unverified
3PViC-SwinLmAP44.32Unverified
4SOV-STG (Swin-L)mAP43.35Unverified
5DiffHOImAP41.5Unverified
6ViPLOmAP37.22Unverified
7FGAHOImAP37.18Unverified
8ERNetmAP36.89Unverified
9CQL+GEN-VLKT-LmAP36.03Unverified
10QAHOI (Swin-L)mAP35.78Unverified
#ModelMetricClaimedVerifiedStatus
1RLIPv2AP(S1)72.1Unverified
2MURENAP(S1)68.8Unverified
3STIPAP(S1)66Unverified
4DiffHOIAP(S1)65.7Unverified
5OCN (ResNet101)AP(S1)65.3Unverified
6OCN (ResNet50)AP(S1)64.2Unverified
7CDN (ResNet101)AP(S1)63.91Unverified
8HOICLIPAP(S1)63.5Unverified
9QPIC + CPCMAP63.1Unverified
10Body Part InteractivenessAP(S1)63Unverified
#ModelMetricClaimedVerifiedStatus
1DEFRmAP65.6Unverified
2HAKEmAP47.1Unverified
3PaStaNetmAP46.3Unverified
4RelViTmAP43.98Unverified
5Pairwise-PartmAP39.9Unverified
6Mallya & LazebnikmAP36.1Unverified
7Girdhar & RamananmAP34.6Unverified
8R*CNNmAP28.5Unverified
#ModelMetricClaimedVerifiedStatus
1HOI4ABOTDetection: Full (mAP@0.5)11.12Unverified
2ST-GAZEDetection: Full (mAP@0.5)10.4Unverified
3STTRANDetection: Full (mAP@0.5)7.61Unverified
#ModelMetricClaimedVerifiedStatus
1DJ-RNmAP10.37Unverified
2iCANmAP8.14Unverified
#ModelMetricClaimedVerifiedStatus
1SlowFast + FasterRCNNmAP@0.5 role25.93Unverified