Publications

2026

arXiv

ACE-LoRA: Graph-Attentive Context Enhancement for Parameter-Efficient Adaptation of Medical Vision-Language Models

M. Arda Aydın, Melih B. Yılmaz, Aykut Koç, and Tolga Çukur

arXiv preprint · 2026

Parameter-efficient adaptation of medical vision-language models to specialized domains using graph-attentive context enhancement.

Paper Code

2025

CVPRW

ITACLIP: Boosting Training-Free Semantic Segmentation with Image, Text, and Architectural Enhancements

M. Arda Aydın, Efe M. Çırpar, Elvin Abdinli, Gözde Ünal, and Yusuf H. Şahin

IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops · 2025

Turning image-level vision-language representations into pixel-level predictions through image, text, and architectural enhancements, without additional training.

Paper Code