mlsanityData to 7 Oct 2026

Image-to-Image Retrieval by Learning Similarity between Scene Graphs

arXiv 2012.14700 ↗First posted 29 Dec 2020cs.CV cs.IR cs.LGcited by 23

Not on the map. Why?

Abstract (arXiv)

As a scene graph compactly summarizes the high-level content of an image in a structured and symbolic manner, the similarity between scene graphs of two images reflects the relevance of their contents. Based on this idea, we propose a novel approach for image-to-image retrieval using scene graph similarity measured by graph neural networks. In our approach, graph neural networks are trained to predict the proxy image relevance measure, computed from human-annotated captions using a pre-trained sentence similarity model. We collect and publish the dataset for image relevance measured by human annotators to evaluate retrieval algorithms. The collected dataset shows that our method agrees well with the human perception of image similarity than other competitive baselines.

Key facts. Cited by 23 papers in the map (data through 7 Oct 2026). First posted on arXiv 29 Dec 2020.

Builds on

No reference list yet.

Built on by

Cited by year (2026 to 7 Oct)

Citing papers per year: 2022: 3; 2023: 6; 2024: 4; 2025: 6; 2026: 4.

23 papers.

Sort:

By area:

  1. 2023Relational Context Learning for Human-Object Interaction Detectioncited by 35
  2. 2023Dysen-VDM: Empowering Dynamics-aware Text-to-Video Diffusion with LLMscited by 35
  3. 2024HiKER-SGG: Hierarchical Knowledge Enhanced Robust Scene Graph Generationcited by 14
  4. 2025Locality-Aware Zero-Shot Human-Object Interaction Detectioncited by 12
  5. 2023Graph Neural Networks in Vision-Language Image Understanding: A Surveycited by 10
  6. 2025Statistical Confidence Rescoring for Robust 3D Scene Graph Generation from Multi-View Imagescited by 5
  7. 2024Automated Floodwater Depth Estimation Using Large Multimodal Model for Rapid Flood Mappingcited by 4
  8. 2023SPAN: Learning Similarity between Scene Graphs and Images with Transformerscited by 3
  9. 2023Generalized Unbiased Scene Graph Generationcited by 3
  10. 2024Frequency-based Matcher for Long-tailed Semantic Segmentationcited by 3
  11. 2025SATURN: Autoregressive Image Generation Guided by Scene Graphscited by 3
  12. 2022SPA-VAE: Similar-Parts-Assignment for Unsupervised 3D Point Cloud Generationcited by 2
11 more
  1. 2025SCENIR: Visual Semantic Clarity through Unsupervised Scene Graph Retrievalcited by 2
  2. 2026Response-G1: Explicit Scene Graph Modeling for Proactive Streaming Video Understandingcited by 2
  3. 2022Interactive Visual Pattern Search on Graph Data via Graph Representation Learningcited by 1
  4. 2022Training Free Graph Neural Networks for Graph Matchingcited by 0
  5. 2023VITR: Augmenting Vision Transformers with Relation-Focused Learning for Cross-Modal Information Retrievalcited by 0
  6. 2024Image Similarity using An Ensemble of Context-Sensitive Modelscited by 0
  7. 2025Multi-Modal Scene Graph with Kolmogorov-Arnold Experts for Audio-Visual Question Answeringcited by 0
  8. 2025Through the PRISm: Importance-Aware Scene Graphs for Image Retrievalcited by 0
  9. 2026VENUS: Visual Editing with Noise Inversion Using Scene Graphscited by 0
  10. 2026U-CECE: A Universal Multi-Resolution Framework for Conceptual Counterfactual Explanationscited by 0
  11. 2026TBSG-Net: Temporal Bipartite Scene Graph Network for Fine-Grained Video Moment Retrievalcited by 0