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 291–300 of 318 papers

Title	Date	Tasks	Status	Hype
Bridging Knowledge Graphs to Generate Scene Graphs	Jan 7, 2020	Graph GenerationKnowledge Graphs	CodeCode Available	1
Leveraging Auxiliary Text for Deep Recognition of Unseen Visual Relationships	Oct 27, 2019	Graph GenerationRelationship Detection	—Unverified	0
The Limited Multi-Label Projection Layer	Jun 20, 2019	General ClassificationGraph Generation	CodeCode Available	0
Learning Predicates as Functions to Enable Few-shot Scene Graph Prediction	Jun 12, 2019	Few-Shot LearningGraph Generation	—Unverified	0
Exploring Context and Visual Pattern of Relationship for Scene Graph Generation	Jun 1, 2019	DiversityGraph Generation	—Unverified	0
Contextual Translation Embedding for Visual Relationship Detection and Scene Graph Generation	May 28, 2019	Graph GenerationObject	—Unverified	0
Target-Tailored Source-Transformation for Scene Graph Generation	Apr 3, 2019	graph constructionGraph Generation	—Unverified	0
Scene Graph Generation with External Knowledge and Image Reconstruction	Apr 1, 2019	Graph GenerationImage Reconstruction	—Unverified	0
Visual Semantic Information Pursuit: A Survey	Mar 13, 2019	Graph Generationobject-detection	—Unverified	0
Knowledge-Embedded Routing Network for Scene Graph Generation	Mar 8, 2019	Graph GenerationScene Graph Generation	CodeCode Available	1

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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