Cover Image

mKG-RAG: Leveraging Multimodal Knowledge Graphs in Retrieval-Augmented Generation for Knowledge-intensive VQA

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Yuan, Xu, Ning, Liangbo, Ye, Qingqing, Fan, Wenqi, Li, Qing
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition Artificial Intelligence
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

MegaRAG: Multimodal Knowledge Graph-Based Retrieval Augmented Generation
by: Hsiao, Chi-Hsiang, et al.
Published: (2025)

QA-Dragon: Query-Aware Dynamic RAG System for Knowledge-Intensive Visual Question Answering
by: Jiang, Zhuohang, et al.
Published: (2025)

SK-VQA: Synthetic Knowledge Generation at Scale for Training Context-Augmented Multimodal LLMs
by: Su, Xin, et al.
Published: (2024)

Advancing Surgical VQA with Scene Graph Knowledge
by: Yuan, Kun, et al.
Published: (2023)

RAG-6DPose: Retrieval-Augmented 6D Pose Estimation via Leveraging CAD as Knowledge Base
by: Wang, Kuanning, et al.
Published: (2025)

Wiki-R1: Incentivizing Multimodal Reasoning for Knowledge-based VQA via Data and Sampling Curriculum
by: Ning, Shan, et al.
Published: (2026)

VLM-KG: Multimodal Radiology Knowledge Graph Generation
by: Abdullah, Abdullah, et al.
Published: (2025)

Knowledge Condensation and Reasoning for Knowledge-based VQA
by: Hao, Dongze, et al.
Published: (2024)

Enhancing Document VQA Models via Retrieval-Augmented Generation
by: López, Eric, et al.
Published: (2025)

Multimodal Retrieval-Augmented Generation with Large Language Models for Medical VQA
by: Karim, A H M Rezaul, et al.
Published: (2025)

AR-RAG: Autoregressive Retrieval Augmentation for Image Generation
by: Qi, Jingyuan, et al.
Published: (2025)

Visual-RAG: Benchmarking Text-to-Image Retrieval Augmented Generation for Visual Knowledge Intensive Queries
by: Wu, Yin, et al.
Published: (2025)

VisionKG: Unleashing the Power of Visual Datasets via Knowledge Graph
by: Yuan, Jicheng, et al.
Published: (2023)

CC-VQA: Conflict- and Correlation-Aware Method for Mitigating Knowledge Conflict in Knowledge-Based Visual Question Answering
by: Hong, Yuyang, et al.
Published: (2026)

LLaVA Needs More Knowledge: Retrieval Augmented Natural Language Generation with Knowledge Graph for Explaining Thoracic Pathologies
by: Hamza, Ameer, et al.
Published: (2024)

LAKE-RED: Camouflaged Images Generation by Latent Background Knowledge Retrieval-Augmented Diffusion
by: Zhao, Pancheng, et al.
Published: (2024)

FilterRAG: Zero-Shot Informed Retrieval-Augmented Generation to Mitigate Hallucinations in VQA
by: Sarwar, Nobin
Published: (2025)

Knowledge Generation for Zero-shot Knowledge-based VQA
by: Cao, Rui, et al.
Published: (2024)

From Pixels to Graphs: using Scene and Knowledge Graphs for HD-EPIC VQA Challenge
by: Taluzzi, Agnese, et al.
Published: (2025)

Leveraging Retrieval Augment Approach for Multimodal Emotion Recognition Under Missing Modalities
by: Fan, Qi, et al.
Published: (2024)

HV-Attack: Hierarchical Visual Attack for Multimodal Retrieval Augmented Generation
by: Luo, Linyin, et al.
Published: (2025)

Medical Graph RAG: Towards Safe Medical Large Language Model via Graph Retrieval-Augmented Generation
by: Wu, Junde, et al.
Published: (2024)

SPARK-IL: Spectral Retrieval-Augmented RAG for Knowledge-driven Deepfake Detection via Incremental Learning
by: Eutamene, Hessen Bougueffa, et al.
Published: (2026)

VimRAG: Navigating Massive Visual Context in Retrieval-Augmented Generation via Multimodal Memory Graph
by: Wang, Qiuchen, et al.
Published: (2026)

NICO-RAG: Multimodal Hypergraph Retrieval-Augmented Generation for Understanding the Nicotine Public Health Crisis
by: Serna-Aguilera, Manuel, et al.
Published: (2026)

WorldVQA: Measuring Atomic World Knowledge in Multimodal Large Language Models
by: Zhou, Runjie, et al.
Published: (2026)

Med-GRIM: Enhanced Zero-Shot Medical VQA using prompt-embedded Multimodal Graph RAG
by: Madavan, Rakesh Raj, et al.
Published: (2025)

MotionRAG: Motion Retrieval-Augmented Image-to-Video Generation
by: Zhu, Chenhui, et al.
Published: (2025)

QualiRAG: Retrieval-Augmented Generation for Visual Quality Understanding
by: Cao, Linhan, et al.
Published: (2026)

Fashion-RAG: Multimodal Fashion Image Editing via Retrieval-Augmented Generation
by: Sanguigni, Fulvio, et al.
Published: (2025)

Knowledge-based Visual Question Answer with Multimodal Processing, Retrieval and Filtering
by: Hong, Yuyang, et al.
Published: (2025)

Patho-AgenticRAG: Towards Multimodal Agentic Retrieval-Augmented Generation for Pathology VLMs via Reinforcement Learning
by: Zhang, Wenchuan, et al.
Published: (2025)

MGA-VQA: Secure and Interpretable Graph-Augmented Visual Question Answering with Memory-Guided Protection Against Unauthorized Knowledge Use
by: Mohammadshirazi, Ahmad, et al.
Published: (2025)

RAG-Check: Evaluating Multimodal Retrieval Augmented Generation Performance
by: Mortaheb, Matin, et al.
Published: (2025)

Improved Masked Image Generation with Knowledge-Augmented Token Representations
by: Liang, Guotao, et al.
Published: (2025)

mRAG: Elucidating the Design Space of Multi-modal Retrieval-Augmented Generation
by: Hu, Chan-Wei, et al.
Published: (2025)

Mesh RAG: Retrieval Augmentation for Autoregressive Mesh Generation
by: Sun, Xiatao, et al.
Published: (2025)

Knowledge Completes the Vision: A Multimodal Entity-aware Retrieval-Augmented Generation Framework for News Image Captioning
by: You, Xiaoxing, et al.
Published: (2025)

AeroRAG: Structured Multimodal Retrieval-Augmented LLM for Fine-Grained Aerial Visual Reasoning
by: Xue, Junxiao, et al.
Published: (2026)

Recognizing Unseen States of Unknown Objects by Leveraging Knowledge Graphs
by: Gouidis, Filipos, et al.
Published: (2023)