Scene Graph Detection

7 papers with code • 3 benchmarks • 4 datasets

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Enhancing Scene Graph Generation with Hierarchical Relationships and Commonsense Knowledge

bowen-upenn/scene_graph_commonsense 21 Nov 2023

This work presents an enhanced approach to generating scene graphs by incorporating a relationship hierarchy and commonsense knowledge.

11
21 Nov 2023

NeuSyRE: Neuro-Symbolic Visual Understanding and Reasoning Framework based on Scene Graph Enrichment

jaleedkhan/neusire Semantic Web 2023

We present a loosely-coupled neuro-symbolic visual understanding and reasoning framework that employs a DNN-based pipeline for object detection and multi-modal pairwise relationship prediction for scene graph generation and leverages common sense knowledge in heterogenous knowledge graphs to enrich scene graphs for improved downstream reasoning.

7
05 Nov 2023

Expressive Scene Graph Generation Using Commonsense Knowledge Infusion for Visual Understanding and Reasoning

jaleedkhan/neusire European Semantic Web Conference (ESWC) 2022

These results depict the effectiveness of commonsense knowledge infusion in improving the performance and expressiveness of scene graph generation for visual understanding and reasoning tasks.

7
31 May 2022

Fine-Grained Scene Graph Generation with Data Transfer

waxnkw/ietrans-sgg.pytorch 22 Mar 2022

Scene graph generation (SGG) is designed to extract (subject, predicate, object) triplets in images.

87
22 Mar 2022

Exploiting Long-Term Dependencies for Generating Dynamic Scene Graphs

shengyu-feng/dsg-detr 18 Dec 2021

Dynamic scene graph generation from a video is challenging due to the temporal dynamics of the scene and the inherent temporal fluctuations of predictions.

6
18 Dec 2021

Recovering the Unbiased Scene Graphs from the Biased Ones

coldmanck/recovering-unbiased-scene-graphs 5 Jul 2021

Given input images, scene graph generation (SGG) aims to produce comprehensive, graphical representations describing visual relationships among salient objects.

76
05 Jul 2021

Energy-Based Learning for Scene Graph Generation

mods333/energy-based-scene-graph CVPR 2021

The proposed formulation allows for efficiently incorporating the structure of scene graphs in the output space.

90
03 Mar 2021