SOTAVerified

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

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Showing 226–250 of 318 papers

TitleStatusHype
CYCLO: Cyclic Graph Transformer Approach to Multi-Object Relationship Modeling in Aerial Videos—0
DDS: Decoupled Dynamic Scene-Graph Generation Network—0
Decomposed Prototype Learning for Few-Shot Scene Graph Generation—0
Scene Graph Generation with Geometric Context—0
Devil's on the Edges: Selective Quad Attention for Scene Graph Generation—0
Unbiased Scene Graph Generation using Predicate Similarities—0
Domain-wise Invariant Learning for Panoptic Scene Graph Generation—0
Doubly Reparameterized Importance Weighted Structure Learning for Scene Graph Generation—0
SceneLLM: Implicit Language Reasoning in LLM for Dynamic Scene Graph Generation—0
Dual Embodied-Symbolic Concept Representations for Deep Learning—0
Dual ResGCN for Balanced Scene GraphGeneration—0
Dynamic Scene Graph Generation via Anticipatory Pre-Training—0
Unbiased Scene Graph Generation via Rich and Fair Semantic Extraction—0
Enhanced Data Transfer Cooperating with Artificial Triplets for Scene Graph Generation—0
Segmentation-grounded Scene Graph Generation—0
Ensemble Predicate Decoding for Unbiased Scene Graph Generation—0
ESGNN: Towards Equivariant Scene Graph Neural Network for 3D Scene Understanding—0
Self-Supervised Relation Alignment for Scene Graph Generation—0
Explicit3D: Graph Network with Spatial Inference for Single Image 3D Object Detection—0
Semantic Compositional Learning for Low-shot Scene Graph Generation—0
Explore Contextual Information for 3D Scene Graph Generation—0
Exploring Context and Visual Pattern of Relationship for Scene Graph Generation—0
Exploring the Hierarchy in Relation Labels for Scene Graph Generation—0
Target-Tailored Source-Transformation for Scene Graph Generation—0
3D Scene Graph Prediction on Point Clouds Using Knowledge Graphs—0
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All datasetsVisual Genome4D-OR3R-ScanVRDGQAMM-ORMS-COCO

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ExpressiveSGGR@10039.12—Unverified
2NeuSyRER@10039.1—Unverified
3KnowZRelzR@10035.65—Unverified
4SpeaQ (without reweighting)Recall@5032.9—Unverified
5SpeaQ (with reweighting)Recall@5032.1—Unverified
6Causal-TDERecall@5031.93—Unverified
7SG-EBMRecall@5031.74—Unverified
8GPS-NetRecall@5028.9—Unverified
9LOGINRecall@5028.2—Unverified
10VCTreeRecall@5027.9—Unverified
#ModelMetricClaimedVerifiedStatus
1ORacleF10.91—Unverified
2MM2SGF10.9—Unverified
3Pix2SGF10.9—Unverified
4LABRAD-ORF10.88—Unverified
54D-OR baselineF10.75—Unverified
#ModelMetricClaimedVerifiedStatus
1SceneGraphFusionTop-5 Accuracy0.87—Unverified
23DSSG [Wald2020_3dssg]Top-5 Accuracy0.66—Unverified
#ModelMetricClaimedVerifiedStatus
1FactorizableNetRecall@5018.32—Unverified
2VRDRecall@5018.16—Unverified
#ModelMetricClaimedVerifiedStatus
1KnowZRelzR@10029.56—Unverified
#ModelMetricClaimedVerifiedStatus
1MM2SGMacro F10.53—Unverified
#ModelMetricClaimedVerifiedStatus
1NeuSyRER@10038.5—Unverified