SOTAVerified

Visual Relationship Detection

Visual relationship detection (VRD) is one newly developed computer vision task aiming to recognize relations or interactions between objects in an image. It is a further learning task after object recognition and is essential for fully understanding images, even the visual world.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1–50 of 82 papers

TitleStatusHype
Explanation-based Weakly-supervised Learning of Visual Relations with Graph NetworksCode1
Compensating Supervision Incompleteness with Prior Knowledge in Semantic Image InterpretationCode1
Distance-Aware Occlusion Detection with Focused AttentionCode1
2.5D Visual Relationship DetectionCode1
Graphical Contrastive Losses for Scene Graph ParsingCode1
Grounding Consistency: Distilling Spatial Common Sense for Precise Visual Relationship DetectionCode1
Groupwise Query Specialization and Quality-Aware Multi-Assignment for Transformer-based Visual Relationship DetectionCode1
LIGHTEN: Learning Interactions with Graph and Hierarchical TEmporal Networks for HOI in videosCode1
Exploring Long Tail Visual Relationship Recognition with Large VocabularyCode1
Neural Message Passing for Visual Relationship DetectionCode1
NODIS: Neural Ordinary Differential Scene UnderstandingCode1
One Metric to Measure them All: Localisation Recall Precision (LRP) for Evaluating Visual Detection TasksCode1
PEVL: Position-enhanced Pre-training and Prompt Tuning for Vision-language ModelsCode1
Recovering the Unbiased Scene Graphs from the Biased OnesCode1
RelTransformer: A Transformer-Based Long-Tail Visual Relationship RecognitionCode1
Visual Relationship Detection with Visual-Linguistic Knowledge from Multimodal RepresentationsCode1
Spatial-Temporal Transformer for Dynamic Scene Graph GenerationCode1
STUPD: A Synthetic Dataset for Spatial and Temporal Relation ReasoningCode0
Video Relationship Detection Using Mixture of ExpertsCode0
The Open Images Dataset V4: Unified image classification, object detection, and visual relationship detection at scaleCode0
Towards Context-Aware Interaction Recognition for Visual Relationship DetectionCode0
Visual relationship detection with deep structural rankingCode0
Visual Relationship Detection with Relative Location MiningCode0
Visualization of Contributions to Open-Source ProjectsCode0
Representing Prior Knowledge Using Randomly, Weighted Feature Networks for Visual Relationship DetectionCode0
Improving Visual Relation Detection using Depth MapsCode0
AVR: Attention based Salient Visual Relationship DetectionCode0
Factorizable Net: An Efficient Subgraph-based Framework for Scene Graph GenerationCode0
BLOCK: Bilinear Superdiagonal Fusion for Visual Question Answering and Visual Relationship DetectionCode0
Deep Variation-structured Reinforcement Learning for Visual Relationship and Attribute DetectionCode0
METOR: A Unified Framework for Mutual Enhancement of Objects and Relationships in Open-vocabulary Video Visual Relationship DetectionCode0
Unified Visual Relationship Detection with Vision and Language ModelsCode0
Constructing a Visual Relationship Authenticity DatasetCode0
Image Scene Graph Generation (SGG) BenchmarkCode0
Visual Relationship Detection with Language prior and SoftmaxCode0
Self-Supervised Learning for Visual Relationship Detection through Masked Bounding Box ReconstructionCode0
Phrase Localization and Visual Relationship Detection with Comprehensive Image-Language CuesCode0
Deeply Supervised Multimodal Attentional Translation Embeddings for Visual Relationship DetectionCode0
On Exploring Undetermined Relationships for Visual Relationship Detection—0
Optimising the Input Image to Improve Visual Relationship Detection—0
Visual Relationship Detection with Low Rank Non-Negative Tensor Decomposition—0
ReLaText: Exploiting Visual Relationships for Arbitrary-Shaped Scene Text Detection with Graph Convolutional Networks—0
RelVAE: Generative Pretraining for few-shot Visual Relationship Detection—0
Visual Semantic Information Pursuit: A Survey—0
Scene Graph Generation: A Comprehensive Survey—0
Scene Graph Generation with External Knowledge and Image Reconstruction—0
A Comprehensive Survey of Scene Graphs: Generation and Application—0
Scene-Graph ViT: End-to-End Open-Vocabulary Visual Relationship Detection—0
VReBERT: A Simple and Flexible Transformer for Visual Relationship Detection—0
Tensorize, Factorize and Regularize: Robust Visual Relationship Learning—0
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All datasetsVRD Relationship DetectionVRD Phrase DetectionVRD Predicate DetectionVisual GenomeVRD

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Yu et. al [[Yu et al.2017a]]R@10031.89—Unverified
2vrd-dsrR@10023.29—Unverified
3BLOCKR@10020.96—Unverified
4Dai et. al [[Dai, Zhang, and Lin2017]]R@10020.88—Unverified
5Liang et. al [[Liang, Lee, and Xing2017]]R@10020.79—Unverified
6Peyre et. al [[Peyre et al.2017]]R@10017.1—Unverified
7Zhang et. al [[Hanwang Zhang2017]]R@10015.2—Unverified
8Lu et. al [[Lu et al.2016]]R@10014.7—Unverified
#ModelMetricClaimedVerifiedStatus
1Yu et. al [[Yu et al.2017a]]R@10029.43—Unverified
2BLOCKR@10028.96—Unverified
3Dai et. al [[Dai, Zhang, and Lin2017]]R@10023.45—Unverified
4Liang et. al [[Liang, Lee, and Xing2017]]R@10022.6—Unverified
5Zhang et. al [[Hanwang Zhang2017]]R@10022.42—Unverified
6Peyre et. al [[Peyre et al.2017]]R@10019.5—Unverified
7Lu et. al [[Lu et al.2016]]R@10017.03—Unverified
#ModelMetricClaimedVerifiedStatus
1Yu et. al [[Yu et al.2017a]]R@10094.65—Unverified
2vrd-dsrR@10093.18—Unverified
3BLOCKR@10092.58—Unverified
4Dai et. al [[Dai, Zhang, and Lin2017]]R@10081.9—Unverified
5Peyre et. al [[Peyre et al.2017]]R@10052.6—Unverified
6Lu et. al [[Lu et al.2016]]R@10047.87—Unverified
7Zhang et. al [[Hanwang Zhang2017]]R@10044.76—Unverified
#ModelMetricClaimedVerifiedStatus
1PEVLR@10066.3—Unverified
#ModelMetricClaimedVerifiedStatus
1Ours - vR@50 k=115—Unverified