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 241–250 of 318 papers

Title	Date	Tasks	Status
Scene Graph Generation: A Comprehensive Survey	Jan 3, 2022	Graph Generationobject-detection	—Unverified
A Causal Adjustment Module for Debiasing Scene Graph Generation	Mar 22, 2025	AttributeCausal Inference	—Unverified
BGT-Net: Bidirectional GRU Transformer Network for Scene Graph Generation	Sep 11, 2021	Graph GenerationObject	—Unverified
Scene Graph Generation for Better Image Captioning?	Sep 23, 2021	Caption GenerationGraph Generation	—Unverified
VidCoM: Fast Video Comprehension through Large Language Models with Multimodal Tools	Oct 16, 2023	Caption GenerationDescriptive	—Unverified
Learning Predicates as Functions to Enable Few-shot Scene Graph Prediction	Jun 12, 2019	Few-Shot LearningGraph Generation	—Unverified
Bridging Scene Understanding and Task Execution with Flexible Simulation Environments	Nov 20, 2020	Graph Generationreinforcement-learning	—Unverified
Context-aware Mixture-of-Experts for Unbiased Scene Graph Generation	Aug 15, 2022	DiversityGraph Generation	—Unverified
CAT-SG: A Large Dynamic Scene Graph Dataset for Fine-Grained Understanding of Cataract Surgery	Jun 26, 2025	Graph GenerationScene Graph Generation	—Unverified
CLIP-Driven Open-Vocabulary 3D Scene Graph Generation via Cross-Modality Contrastive Learning	Jan 1, 2024	3d scene graph generationContrastive Learning	—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