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 41–50 of 318 papers

Title	Date	Tasks	Status	Hype
LLaVA-SpaceSGG: Visual Instruct Tuning for Open-vocabulary Scene Graph Generation with Enhanced Spatial Relations	Dec 9, 2024	Language ModelingLanguage Modelling	CodeCode Available	1
HyperGLM: HyperGraph for Video Scene Graph Generation and Anticipation	Nov 27, 2024	Graph GenerationQuestion Answering	—Unverified	0
Towards Unbiased and Robust Spatio-Temporal Scene Graph Generation and Anticipation	Nov 20, 2024	Graph GenerationScene Graph Generation	—Unverified	0
Unbiased Scene Graph Generation by Type-Aware Message Passing on Heterogeneous and Dual Graphs	Nov 20, 2024	graph constructionGraph Generation	—Unverified	0
Federated Voxel Scene Graph for Intracranial Hemorrhage	Nov 1, 2024	DiversityGraph Generation	CodeCode Available	0
Situational Scene Graph for Structured Human-centric Situation Understanding	Oct 30, 2024	Graph GenerationPredicate Classification	CodeCode Available	0
Scene Graph Generation with Role-Playing Large Language Models	Oct 20, 2024	DescriptiveGraph Generation	CodeCode Available	1
Hydra-SGG: Hybrid Relation Assignment for One-stage Scene Graph Generation	Sep 16, 2024	Graph GenerationRelation	—Unverified	0
Point2Graph: An End-to-end Point Cloud-based 3D Open-Vocabulary Scene Graph for Robot Navigation	Sep 16, 2024	3D Open-Vocabulary Object DetectionGraph Generation	—Unverified	0
Towards Localizing Structural Elements: Merging Geometrical Detection with Semantic Verification in RGB-D Data	Sep 10, 2024	3D Plane Detection3d scene graph generation	—Unverified	0

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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