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 51–75 of 318 papers

Title	Date	Tasks	Status	Hype
HiLo: Exploiting High Low Frequency Relations for Unbiased Panoptic Scene Graph Generation	Mar 28, 2023	Panoptic Scene Graph GenerationScene Graph Generation	CodeCode Available	1
Visually-Prompted Language Model for Fine-Grained Scene Graph Generation in an Open World	Mar 23, 2023	Graph GenerationLanguage Modeling	CodeCode Available	1
SGFormer: Semantic Graph Transformer for Point Cloud-based 3D Scene Graph Generation	Mar 20, 2023	3d scene graph generationGraph Embedding	CodeCode Available	1
Location-Free Scene Graph Generation	Mar 20, 2023	Graph GenerationImage Retrieval	CodeCode Available	1
Prototype-based Embedding Network for Scene Graph Generation	Mar 13, 2023	Graph GenerationRelation	CodeCode Available	1
Hierarchical Relationships: A New Perspective to Enhance Scene Graph Generation	Mar 13, 2023	Contrastive LearningGraph Generation	CodeCode Available	1
LANDMARK: Language-guided Representation Enhancement Framework for Scene Graph Generation	Mar 2, 2023	Graph GenerationObject	CodeCode Available	1
Learning To Generate Language-Supervised and Open-Vocabulary Scene Graph Using Pre-Trained Visual-Semantic Space	Jan 1, 2023	Graph Generationobject-detection	CodeCode Available	1
Unbiased Heterogeneous Scene Graph Generation with Relation-aware Message Passing Neural Network	Dec 1, 2022	Graph GenerationRelation	CodeCode Available	1
Integrating Object-aware and Interaction-aware Knowledge for Weakly Supervised Scene Graph Generation	Aug 3, 2022	Graph GenerationObject	CodeCode Available	1
BusyBot: Learning to Interact, Reason, and Plan in a BusyBoard Environment	Jul 17, 2022	Causal DiscoveryRobot Manipulation	CodeCode Available	1
Dual-branch Hybrid Learning Network for Unbiased Scene Graph Generation	Jul 16, 2022	Graph GenerationImage Captioning	CodeCode Available	1
The Devil is in the Labels: Noisy Label Correction for Robust Scene Graph Generation	Jun 7, 2022	AllGraph Generation	CodeCode Available	1
Expressive Scene Graph Generation Using Commonsense Knowledge Infusion for Visual Understanding and Reasoning	May 31, 2022	Common Sense ReasoningGraph Generation	CodeCode Available	1
RU-Net: Regularized Unrolling Network for Scene Graph Generation	May 3, 2022	DenoisingDiversity	CodeCode Available	1
HL-Net: Heterophily Learning Network for Scene Graph Generation	May 3, 2022	Graph ClassificationGraph Generation	CodeCode Available	1
Fine-Grained Predicates Learning for Scene Graph Generation	Apr 6, 2022	Fine-Grained Image ClassificationGraph Generation	CodeCode Available	1
4D-OR: Semantic Scene Graphs for OR Domain Modeling	Mar 22, 2022	Scene Graph Generation	CodeCode Available	1
Fine-Grained Scene Graph Generation with Data Transfer	Mar 22, 2022	Graph GenerationPredicate Classification	CodeCode Available	1
Relationformer: A Unified Framework for Image-to-Graph Generation	Mar 19, 2022	Graph GenerationObject	CodeCode Available	1
Stacked Hybrid-Attention and Group Collaborative Learning for Unbiased Scene Graph Generation	Mar 18, 2022	DecoderGraph Generation	CodeCode Available	1
Biasing Like Human: A Cognitive Bias Framework for Scene Graph Generation	Mar 17, 2022	Graph GenerationPredicate Classification	CodeCode Available	1
One-shot Scene Graph Generation	Feb 22, 2022	Graph GenerationScene Graph Generation	CodeCode Available	1
Resistance Training using Prior Bias: toward Unbiased Scene Graph Generation	Jan 18, 2022	Graph GenerationScene Graph Generation	CodeCode Available	1
SGTR: End-to-end Scene Graph Generation with Transformer	Dec 24, 2021	graph constructionGraph 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