Research map / Graph learning / Knowledge and temporal graphs
Classification by Attention: Scene Graph Classification with Prior Knowledge
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Add ICP assimilation using prior knowledge triples to self-supervised IC (ablation) | ResNet-50 Schemata · Visual Genome 1% split, SGCls | R@100: 12.12 -> 15.36 | Helped |
| Add ICP assimilation using prior knowledge triples to self-supervised IC (ablation) | ResNet-50 Schemata · Visual Genome 1% split, PredCls | R@100: 48.10 -> 65.68 | Helped |
| Add ICP assimilation using prior knowledge triples to self-supervised IC (ablation) | ResNet-50 Schemata · Visual Genome 1% split, Object Classification | Top-1 accuracy: 40.75 -> 42.09 | Helped |
| Use schema-only inputs with zero image features for prediction (ablation) | Schemata · Visual Genome test, PredCls constrained | R@100: 68.4 -> 54.2 | Hurt |
| Add ICP assimilation to self-supervised IC (ablation) | ResNet-50 Schemata · Visual Genome 10% split, SGCls | mR@50 unconstrained: 9.93±0.35 -> 9.94±0.54 | No clear effect |
Closest papers by meaning
- Improving Scene Graph Classification by Exploiting Knowledge from Texts (AAAI 2022 · similarity 0.92)
- Knowledge-inspired 3D Scene Graph Prediction in Point Cloud (NeurIPS 2021 · similarity 0.90)
- Object-Centric Representation Learning for Enhanced 3D Semantic Scene Graph Prediction (NeurIPS 2025 · similarity 0.89)
- SCENIR: Visual Semantic Clarity through Unsupervised Scene Graph Retrieval (ICML 2025 · similarity 0.87)
- Scene Graph Thinking: Reinforcing Structured Visual Reasoning for Multimodal Large Language Models (ICML 2026 · similarity 0.87)
- DSGG: Dense Relation Transformer for an End-to-end Scene Graph Generation (CVPR 2024 · similarity 0.87)
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