2 papers
cs.CV2025
Open Multimodal Retrieval-Augmented Factual Image Generation
Yang Tian, Fan Liu, Jingyuan Zhang +3
Large Multimodal Models (LMMs) have achieved remarkable progress in generating photorealistic and prompt-aligned images, but they often produce outputs that contradict verifiable k…
cs.CL2025
CoRe-MMRAG: Cross-Source Knowledge Reconciliation for Multimodal RAG
Yang Tian, Fan Liu, Jingyuan Zhang +3
Multimodal Retrieval-Augmented Generation (MMRAG) has been introduced to enhance Multimodal Large Language Models by incorporating externally retrieved multimodal knowledge, but it…