Research map / Graph learning / Knowledge and temporal graphs
Mapping Images to Scene Graphs with Permutation-Invariant Structured Prediction
Read the paperCheck your idea against 108,967 papers
AI-extracted summary. Written by AI from the paper's title only (no summary yet). Numbers and claims can be wrong or missing context, so check the paper before you cite or build on it.
Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Add graph-permutation-invariant structured prediction with linguistic features | SGP · Visual Genome SGCls constrained | R@50: 34.6 -> 36.5 | Helped |
| Add graph-permutation-invariant structured prediction with linguistic features | SGP · Visual Genome SGCls unconstrained | R@100: 46.6 -> 50.8 | Helped |
| Add graph-permutation-invariant structured prediction with linguistic features | SGP · Visual Genome PredCls constrained | R@50: 65.2 -> 65.1 | No clear effect |
| Add graph-permutation-invariant structured prediction with linguistic features | SGP · Visual Genome PredCls unconstrained | R@100: 88.3 -> 88.2 | No clear effect |
| Add attention over neighbors (ablation) | GPI SGP · Visual Genome SGCls unconstrained | R@100: 48.5 -> 49.9 | Helped |
| Add attention over neighbors (ablation) | GPI SGP · Visual Genome PredCls unconstrained | R@100: 86.7 -> 87.1 | Helped |
| Add linguistic word embeddings (ablation) | GPI Neighbor Attention · Visual Genome SGCls unconstrained | R@100: 49.9 -> 50.8 | Helped |
| Add linguistic word embeddings (ablation) | GPI Neighbor Attention · Visual Genome PredCls unconstrained | R@100: 87.1 -> 88.2 | Helped |
Closest papers by meaning
- Scene Graph Generation by Iterative Message Passing (CVPR 2017 · similarity 0.89)
- Neural Motifs: Scene Graph Parsing With Global Context (CVPR 2018 · similarity 0.89)
- Synthetic Visual Genome (CVPR 2025 · similarity 0.86)
- Scene Graph Thinking: Reinforcing Structured Visual Reasoning for Multimodal Large Language Models (ICML 2026 · similarity 0.86)
- Scene Graph Disentanglement and Composition for Generalizable Complex Image Generation (NeurIPS 2024 · similarity 0.86)
- DSGG: Dense Relation Transformer for an End-to-end Scene Graph Generation (CVPR 2024 · similarity 0.86)
Writing a paper in this area? scime draft is a free LaTeX editor with AI included, real-time co-authors and a check of your references and venue rules before you submit. It also imports OpenAI Prism projects.