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

Showing 201250 of 318 papers

TitleStatusHype
Towards Addressing the Misalignment of Object Proposal Evaluation for Vision-Language Tasks via Semantic GroundingCode0
Head-Tail Cooperative Learning Network for Unbiased Scene Graph GenerationCode0
3D Scene Graph Prediction on Point Clouds Using Knowledge Graphs0
Informative Scene Graph Generation via Debiasing0
Local-Global Information Interaction Debiasing for Dynamic Scene Graph Generation0
Generalized Unbiased Scene Graph Generation0
Environment-Invariant Curriculum Relation Learning for Fine-Grained Scene Graph GenerationCode0
Improving Scene Graph Generation with Superpixel-Based Interaction Learning0
Interpretable End-to-End Driving Model for Implicit Scene Understanding0
Triple Correlations-Guided Label Supplementation for Unbiased Video Scene Graph Generation0
Unbiased Scene Graph Generation via Two-stage Causal Modeling0
Open-Vocabulary Object Detection via Scene Graph Discovery0
Towards Unseen Triples: Effective Text-Image-joint Learning for Scene Graph Generation0
Multi-Label Meta Weighting for Long-Tailed Dynamic Scene Graph GenerationCode0
On Certified Generalization in Structured Prediction0
Single-Stage Visual Relationship Learning using Conditional Queries0
Fine-Grained is Too Coarse: A Novel Data-Centric Approach for Efficient Scene Graph GenerationCode0
Cross-Modality Time-Variant Relation Learning for Generating Dynamic Scene GraphsCode0
Devil's on the Edges: Selective Quad Attention for Scene Graph Generation0
LABRAD-OR: Lightweight Memory Scene Graphs for Accurate Bimodal Reasoning in Dynamic Operating RoomsCode0
Taking A Closer Look at Visual Relation: Unbiased Video Scene Graph Generation with Decoupled Label LearningCode0
Decomposed Prototype Learning for Few-Shot Scene Graph Generation0
Unified Visual Relationship Detection with Vision and Language ModelsCode0
Instance-incremental Scene Graph Generation from Real-world Point Clouds via Normalizing Flows0
Explicit3D: Graph Network with Spatial Inference for Single Image 3D Object Detection0
Self-Supervised Relation Alignment for Scene Graph Generation0
DDS: Decoupled Dynamic Scene-Graph Generation Network0
Fast Contextual Scene Graph Generation With Unbiased Context Augmentation0
IS-GGT: Iterative Scene Graph Generation With Generative Transformers0
Skew Class-balanced Re-weighting for Unbiased Scene Graph GenerationCode0
Peer Learning for Unbiased Scene Graph Generation0
SrTR: Self-reasoning Transformer with Visual-linguistic Knowledge for Scene Graph Generation0
Iterative Scene Graph Generation with Generative Transformers0
SGDraw: Scene Graph Drawing Interface Using Object-Oriented RepresentationCode0
An Enhanced Object Detection Model for Scene Graph Generation0
SG-Shuffle: Multi-aspect Shuffle Transformer for Scene Graph Generation0
SGRAM: Improving Scene Graph Parsing via Abstract Meaning Representation0
Explore Contextual Information for 3D Scene Graph Generation0
Unbiased Scene Graph Generation using Predicate Similarities0
Scalable Regularization of Scene Graph Generation Models using Symbolic Theories0
Towards Open-vocabulary Scene Graph Generation with Prompt-based Finetuning0
Context-aware Mixture-of-Experts for Unbiased Scene Graph Generation0
Label Semantic Knowledge Distillation for Unbiased Scene Graph Generation0
Rethinking the Evaluation of Unbiased Scene Graph Generation0
Iterative Scene Graph Generation0
NICEST: Noisy Label Correction and Training for Robust Scene Graph Generation0
Meta Spatio-Temporal Debiasing for Video Scene Graph Generation0
Adaptive Fine-Grained Predicates Learning for Scene Graph Generation0
Learning Structured Representations of Visual Scenes0
Learning To Generate Scene Graph from Head to Tail0
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Benchmark Results

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