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

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 121–130 of 318 papers

Title	Date	Tasks	Status
Informative Scene Graph Generation via Debiasing	Aug 10, 2023	BlockingGraph Generation	—Unverified
Enhanced Data Transfer Cooperating with Artificial Triplets for Scene Graph Generation	Jun 27, 2024	Graph GenerationScene Graph Generation	—Unverified
IS-GGT: Iterative Scene Graph Generation With Generative Transformers	Jan 1, 2023	Graph GenerationLink Prediction	—Unverified
Iterative Scene Graph Generation	Jul 27, 2022	Graph GenerationScene Graph Generation	—Unverified
Iterative Scene Graph Generation with Generative Transformers	Nov 30, 2022	Graph GenerationLink Prediction	—Unverified
Joint Generative Modeling of Scene Graphs and Images via Diffusion Models	Jan 2, 2024	Graph GenerationImage Generation	—Unverified
A Reverse Causal Framework to Mitigate Spurious Correlations for Debiasing Scene Graph Generation	May 29, 2025	Graph GenerationScene Graph Generation	—Unverified
Indoor and Outdoor 3D Scene Graph Generation via Language-Enabled Spatial Ontologies	Dec 18, 2023	3d scene graph generationgraph construction	—Unverified
Predicate Debiasing in Vision-Language Models Integration for Scene Graph Generation Enhancement	Mar 24, 2024	DiversityGraph Generation	—Unverified
Improving Scene Graph Generation with Superpixel-Based Interaction Learning	Aug 4, 2023	Graph GenerationScene Graph Generation	—Unverified

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All datasets Visual Genome 4D-OR 3R-Scan VRD GQA MM-OR MS-COCO

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	ExpressiveSGG	R@100	39.12	—	Unverified
2	NeuSyRE	R@100	39.1	—	Unverified
3	KnowZRel	zR@100	35.65	—	Unverified
4	SpeaQ (without reweighting)	Recall@50	32.9	—	Unverified
5	SpeaQ (with reweighting)	Recall@50	32.1	—	Unverified
6	Causal-TDE	Recall@50	31.93	—	Unverified
7	SG-EBM	Recall@50	31.74	—	Unverified
8	GPS-Net	Recall@50	28.9	—	Unverified
9	LOGIN	Recall@50	28.2	—	Unverified
10	VCTree	Recall@50	27.9	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ORacle	F1	0.91	—	Unverified
2	MM2SG	F1	0.9	—	Unverified
3	Pix2SG	F1	0.9	—	Unverified
4	LABRAD-OR	F1	0.88	—	Unverified
5	4D-OR baseline	F1	0.75	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SceneGraphFusion	Top-5 Accuracy	0.87	—	Unverified
2	3DSSG [Wald2020_3dssg]	Top-5 Accuracy	0.66	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	FactorizableNet	Recall@50	18.32	—	Unverified
2	VRD	Recall@50	18.16	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	KnowZRel	zR@100	29.56	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MM2SG	Macro F1	0.53	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	NeuSyRE	R@100	38.5	—	Unverified