SOTAVerified

Scene Graph Generation

A scene graph is a structured representation of an image, where nodes in a scene graph correspond to object bounding boxes with their object categories, and edges correspond to their pairwise relationships between objects. The task of Scene Graph Generation is to generate a visually-grounded scene graph that most accurately correlates with an image.

Source: Scene Graph Generation by Iterative Message Passing

Papers

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Showing 51–100 of 318 papers

TitleStatusHype
Bridging Knowledge Graphs to Generate Scene GraphsCode1
Dual-branch Hybrid Learning Network for Unbiased Scene Graph GenerationCode1
Are scene graphs good enough to improve Image Captioning?Code1
Probabilistic Modeling of Semantic Ambiguity for Scene Graph GenerationCode1
SceneGraphFusion: Incremental 3D Scene Graph Prediction from RGB-D SequencesCode1
EgoExOR: An Ego-Exo-Centric Operating Room Dataset for Surgical Activity UnderstandingCode1
SPAN: Learning Similarity between Scene Graphs and Images with TransformersCode1
Energy-Based Learning for Scene Graph GenerationCode1
A Review and Efficient Implementation of Scene Graph Generation MetricsCode1
Enhancing Scene Graph Generation with Hierarchical Relationships and Commonsense KnowledgeCode1
LANDMARK: Language-guided Representation Enhancement Framework for Scene Graph GenerationCode1
Relationformer: A Unified Framework for Image-to-Graph GenerationCode1
Learning Visual Commonsense for Robust Scene Graph GenerationCode1
Scene Graph Generation by Iterative Message PassingCode1
Knowledge-Embedded Routing Network for Scene Graph GenerationCode1
Resistance Training using Prior Bias: toward Unbiased Scene Graph GenerationCode1
HL-Net: Heterophily Learning Network for Scene Graph GenerationCode1
Compositional Feature Augmentation for Unbiased Scene Graph GenerationCode1
ORacle: Large Vision-Language Models for Knowledge-Guided Holistic OR Domain ModelingCode1
Integrating Object-aware and Interaction-aware Knowledge for Weakly Supervised Scene Graph GenerationCode1
4D-OR: Semantic Scene Graphs for OR Domain ModelingCode1
Expressive Scene Graph Generation Using Commonsense Knowledge Infusion for Visual Understanding and ReasoningCode1
Context-Aware Scene Graph Generation With Seq2Seq TransformersCode1
Learning and Reasoning with the Graph Structure Representation in Robotic SurgeryCode1
SGFormer: Semantic Graph Transformer for Point Cloud-based 3D Scene Graph GenerationCode1
Learning to Generate Scene Graph from Natural Language SupervisionCode1
Fine-Grained Predicates Learning for Scene Graph GenerationCode1
Learning To Generate Language-Supervised and Open-Vocabulary Scene Graph Using Pre-Trained Visual-Semantic SpaceCode1
Exploiting Edge-Oriented Reasoning for 3D Point-based Scene Graph AnalysisCode1
A Fair Ranking and New Model for Panoptic Scene Graph GenerationCode1
Expanding Scene Graph Boundaries: Fully Open-vocabulary Scene Graph Generation via Visual-Concept Alignment and RetentionCode1
From General to Specific: Informative Scene Graph Generation via Balance AdjustmentCode1
CogTree: Cognition Tree Loss for Unbiased Scene Graph GenerationCode1
Fully Convolutional Scene Graph GenerationCode1
Location-Free Scene Graph GenerationCode1
GeneAnnotator: A Semi-automatic Annotation Tool for Visual Scene GraphCode1
HiLo: Exploiting High Low Frequency Relations for Unbiased Panoptic Scene Graph GenerationCode1
NeuSyRE: Neuro-Symbolic Visual Understanding and Reasoning Framework based on Scene Graph EnrichmentCode1
NODIS: Neural Ordinary Differential Scene UnderstandingCode1
Generative Compositional Augmentations for Scene Graph PredictionCode1
Less is More: Toward Zero-Shot Local Scene Graph Generation via Foundation ModelsCode1
Biasing Like Human: A Cognitive Bias Framework for Scene Graph GenerationCode1
Graph Density-Aware Losses for Novel Compositions in Scene Graph GenerationCode1
Graphical Contrastive Losses for Scene Graph ParsingCode1
RLIPv2: Fast Scaling of Relational Language-Image Pre-trainingCode1
Hierarchical Relationships: A New Perspective to Enhance Scene Graph GenerationCode1
Groupwise Query Specialization and Quality-Aware Multi-Assignment for Transformer-based Visual Relationship DetectionCode1
DIFFVSGG: Diffusion-Driven Online Video Scene Graph GenerationCode1
Bipartite Graph Network with Adaptive Message Passing for Unbiased Scene Graph GenerationCode1
Spatial-Temporal Knowledge-Embedded Transformer for Video Scene Graph GenerationCode1
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All datasetsVisual Genome4D-OR3R-ScanVRDGQAMM-ORMS-COCO

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ExpressiveSGGR@10039.12—Unverified
2NeuSyRER@10039.1—Unverified
3KnowZRelzR@10035.65—Unverified
4SpeaQ (without reweighting)Recall@5032.9—Unverified
5SpeaQ (with reweighting)Recall@5032.1—Unverified
6Causal-TDERecall@5031.93—Unverified
7SG-EBMRecall@5031.74—Unverified
8GPS-NetRecall@5028.9—Unverified
9LOGINRecall@5028.2—Unverified
10VCTreeRecall@5027.9—Unverified
#ModelMetricClaimedVerifiedStatus
1ORacleF10.91—Unverified
2MM2SGF10.9—Unverified
3Pix2SGF10.9—Unverified
4LABRAD-ORF10.88—Unverified
54D-OR baselineF10.75—Unverified
#ModelMetricClaimedVerifiedStatus
1SceneGraphFusionTop-5 Accuracy0.87—Unverified
23DSSG [Wald2020_3dssg]Top-5 Accuracy0.66—Unverified
#ModelMetricClaimedVerifiedStatus
1FactorizableNetRecall@5018.32—Unverified
2VRDRecall@5018.16—Unverified
#ModelMetricClaimedVerifiedStatus
1KnowZRelzR@10029.56—Unverified
#ModelMetricClaimedVerifiedStatus
1MM2SGMacro F10.53—Unverified
#ModelMetricClaimedVerifiedStatus
1NeuSyRER@10038.5—Unverified