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
TextPSG: Panoptic Scene Graph Generation from Textual Descriptions0
What can Off-the-Shelves Large Multi-Modal Models do for Dynamic Scene Graph Generation?0
Open-Vocabulary Object Detection via Scene Graph Discovery0
A Simple Baseline for Weakly-Supervised Scene Graph Generation0
ORQA: A Benchmark and Foundation Model for Holistic Operating Room Modeling0
Topic Scene Graph Generation by Attention Distillation From Caption0
A Reverse Causal Framework to Mitigate Spurious Correlations for Debiasing Scene Graph Generation0
Towards a Unified Transformer-based Framework for Scene Graph Generation and Human-object Interaction Detection0
Peer Learning for Unbiased Scene Graph Generation0
Point2Graph: An End-to-end Point Cloud-based 3D Open-Vocabulary Scene Graph for Robot Navigation0
PPDL: Predicate Probability Distribution Based Loss for Unbiased Scene Graph Generation0
Predicate Classification Using Optimal Transport Loss in Scene Graph Generation0
Predicate correlation learning for scene graph generation0
Towards Debiasing Frame Length Bias in Text-Video Retrieval via Causal Intervention0
Towards Flexible Visual Relationship Segmentation0
Towards Lifelong Scene Graph Generation with Knowledge-ware In-context Prompt Learning0
R3CD: Scene Graph to Image Generation with Relation-aware Compositional Contrastive Control Diffusion0
Towards Localizing Structural Elements: Merging Geometrical Detection with Semantic Verification in RGB-D Data0
Approximate Query Matching for Image Retrieval0
ReCon1M:A Large-scale Benchmark Dataset for Relation Comprehension in Remote Sensing Imagery0
Towards Open-vocabulary Scene Graph Generation with Prompt-based Finetuning0
Relation-aware Hierarchical Prompt for Open-vocabulary Scene Graph Generation0
An Interpretable Model for Scene Graph Generation0
Relation-R1: Cognitive Chain-of-Thought Guided Reinforcement Learning for Unified Relational Comprehension0
Relation Regularized Scene Graph Generation0
Towards Unbiased and Robust Spatio-Temporal Scene Graph Generation and Anticipation0
An Enhanced Object Detection Model for Scene Graph Generation0
RepSGG: Novel Representations of Entities and Relationships for Scene Graph Generation0
Towards Unseen Triples: Effective Text-Image-joint Learning for Scene Graph Generation0
Rethinking the Evaluation of Unbiased Scene Graph Generation0
VrR-VG: Refocusing Visually-Relevant Relationships0
Tri-modal Confluence with Temporal Dynamics for Scene Graph Generation in Operating Rooms0
Triple Correlations-Guided Label Supplementation for Unbiased Video Scene Graph Generation0
Two Stream Scene Understanding on Graph Embedding0
Robo-SGG: Exploiting Layout-Oriented Normalization and Restitution for Robust Scene Graph Generation0
Visual Relationship Detection using Scene Graphs: A Survey0
SAMJAM: Zero-Shot Video Scene Graph Generation for Egocentric Kitchen Videos0
SANGRIA: Surgical Video Scene Graph Optimization for Surgical Workflow Prediction0
Scalable Regularization of Scene Graph Generation Models using Symbolic Theories0
Counterfactual Critic Multi-Agent Training for Scene Graph Generation0
Unbiased Scene Graph Generation by Type-Aware Message Passing on Heterogeneous and Dual Graphs0
Scene Graph Generation: A Comprehensive Survey0
A Causal Adjustment Module for Debiasing Scene Graph Generation0
BGT-Net: Bidirectional GRU Transformer Network for Scene Graph Generation0
Scene Graph Generation for Better Image Captioning?0
VidCoM: Fast Video Comprehension through Large Language Models with Multimodal Tools0
Learning Predicates as Functions to Enable Few-shot Scene Graph Prediction0
Bridging Scene Understanding and Task Execution with Flexible Simulation Environments0
Context-aware Mixture-of-Experts for Unbiased Scene Graph Generation0
CAT-SG: A Large Dynamic Scene Graph Dataset for Fine-Grained Understanding of Cataract Surgery0
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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