🕸️ Graph Learning

🎞️ ECCV2026 · 1 paper notes

📌 Same area in other venues: 📷 CVPR2026 (8) · 🔬 ICLR2026 (118) · 💬 ACL2026 (24) · 🧪 ICML2026 (35) · 🤖 AAAI2026 (37) · 🧠 NeurIPS2025 (54)

MG2-RAG: Multi-Granularity Graph for Multimodal Retrieval-Augmented Generation

Addressing the issues of flat vector retrieval overlooking structural dependencies and traditional graph methods discarding visual details through costly MLLM triplet extraction, MG2-RAG integrates lightweight dependency parsing with entity-driven open-vocabulary segmentation into unified multimodal nodes, enabling low-cost, high-fidelity multi-hop retrieval and reasoning via dense similarity aggregation and Personalized PageRank.