3 papers
cs.CV2026
Global-Local Dual Perception for MLLMs in High-Resolution Text-Rich Image Translation
Junxin Lu, Tengfei Song, Zhanglin Wu +9
Text Image Machine Translation (TIMT) aims to translate text embedded in images in the source-language into target-language, requiring synergistic integration of visual perception…
cs.CL2025
PeFoMed: Parameter Efficient Fine-tuning of Multimodal Large Language Models for Medical Imaging
Jinlong He, Pengfei Li, Gang Liu +3
Multimodal large language models (MLLMs) represent an evolutionary expansion in the capabilities of traditional large language models, enabling them to tackle challenges that surpa…
cs.CV2024
Parameter-Efficient Fine-Tuning Medical Multimodal Large Language Models for Medical Visual Grounding
Jinlong He, Pengfei Li, Gang Liu +1
Multimodal Large Language Models (MLLMs) inherit the superior text understanding capabilities of LLMs and extend these capabilities to multimodal scenarios. These models achieve ex…