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 101–150 of 318 papers

TitleStatusHype
Zero-Shot Scene Graph Generation via Triplet Calibration and ReductionCode1
Semantic Diversity-aware Prototype-based Learning for Unbiased Scene Graph GenerationCode1
ORacle: Large Vision-Language Models for Knowledge-Guided Holistic OR Domain ModelingCode1
Zero-Shot Scene Graph Relation Prediction through Commonsense Knowledge IntegrationCode1
HiLo: Exploiting High Low Frequency Relations for Unbiased Panoptic Scene Graph GenerationCode1
HL-Net: Heterophily Learning Network for Scene Graph GenerationCode1
Are scene graphs good enough to improve Image Captioning?Code1
Sketching Image Gist: Human-Mimetic Hierarchical Scene Graph GenerationCode1
Expressive Scene Graph Generation Using Commonsense Knowledge Infusion for Visual Understanding and ReasoningCode1
Spatial-Temporal Knowledge-Embedded Transformer for Video Scene Graph GenerationCode1
BusyBot: Learning to Interact, Reason, and Plan in a BusyBoard EnvironmentCode1
Tackling the Challenges in Scene Graph Generation with Local-to-Global InteractionsCode1
EgoExOR: An Ego-Exo-Centric Operating Room Dataset for Surgical Activity UnderstandingCode1
Target Adaptive Context Aggregation for Video Scene Graph GenerationCode1
NODIS: Neural Ordinary Differential Scene UnderstandingCode1
Voxel Scene Graph for Intracranial HemorrhageCode0
Environment-Invariant Curriculum Relation Learning for Fine-Grained Scene Graph GenerationCode0
Weakly-Supervised 3D Scene Graph Generation via Visual-Linguistic Assisted Pseudo-labelingCode0
Towards Addressing the Misalignment of Object Proposal Evaluation for Vision-Language Tasks via Semantic GroundingCode0
The Limited Multi-Label Projection LayerCode0
Taking A Closer Look at Visual Relation: Unbiased Video Scene Graph Generation with Decoupled Label LearningCode0
Supplementing Missing Visions via Dialog for Scene Graph GenerationsCode0
Skew Class-balanced Re-weighting for Unbiased Scene Graph GenerationCode0
DSGG: Dense Relation Transformer for an End-to-end Scene Graph GenerationCode0
Situational Scene Graph for Structured Human-centric Situation UnderstandingCode0
SCENIR: Visual Semantic Clarity through Unsupervised Scene Graph RetrievalCode0
SGDraw: Scene Graph Drawing Interface Using Object-Oriented RepresentationCode0
Head-Tail Cooperative Learning Network for Unbiased Scene Graph GenerationCode0
Haystack: A Panoptic Scene Graph Dataset to Evaluate Rare Predicate ClassesCode0
Adaptive Visual Scene Understanding: Incremental Scene Graph GenerationCode0
GPT4SGG: Synthesizing Scene Graphs from Holistic and Region-specific NarrativesCode0
S^2Former-OR: Single-Stage Bi-Modal Transformer for Scene Graph Generation in ORCode0
Cross-Modality Time-Variant Relation Learning for Generating Dynamic Scene GraphsCode0
Benchmarking Federated Learning for Semantic Datasets: Federated Scene Graph GenerationCode0
ReFormer: The Relational Transformer for Image CaptioningCode0
Scene Graph Generation from Objects, Phrases and Region CaptionsCode0
Fine-Grained Scene Graph Generation via Sample-Level Bias PredictionCode0
Fine-Grained is Too Coarse: A Novel Data-Centric Approach for Efficient Scene Graph GenerationCode0
Federated Voxel Scene Graph for Intracranial HemorrhageCode0
Pixels to Graphs by Associative EmbeddingCode0
LinkNet: Relational Embedding for Scene GraphCode0
Factorizable Net: An Efficient Subgraph-based Framework for Scene Graph GenerationCode0
OG-SGG: Ontology-Guided Scene Graph Generation. A Case Study in Transfer Learning for Telepresence RoboticsCode0
After All, Only The Last Neuron Matters: Comparing Multi-modal Fusion Functions for Scene Graph GenerationCode0
Exploiting Long-Term Dependencies for Generating Dynamic Scene GraphsCode0
Multi-Label Meta Weighting for Long-Tailed Dynamic Scene Graph GenerationCode0
LABRAD-OR: Lightweight Memory Scene Graphs for Accurate Bimodal Reasoning in Dynamic Operating RoomsCode0
Mapping Images to Scene Graphs with Permutation-Invariant Structured PredictionCode0
KnowZRel: Common Sense Knowledge-based Zero-Shot Relationship Retrieval for Generalised Scene Graph GenerationCode0
LLM Meets Scene Graph: Can Large Language Models Understand and Generate Scene Graphs? A Benchmark and Empirical StudyCode0
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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