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cs.CV2025
LEARN: A Story-Driven Layout-to-Image Generation Framework for STEM Instruction
Maoquan Zhang, Bisser Raytchev, Xiujuan Sun
LEARN is a layout-aware diffusion framework designed to generate pedagogically aligned illustrations for STEM education. It leverages a curated BookCover dataset that provides narr…
cs.CV2025
Semantic Segmentation of iPS Cells: Case Study on Model Complexity in Biomedical Imaging
Maoquan Zhang, Bisser Raytchev, Xiujuan Sun
Medical image segmentation requires not only accuracy but also robustness under challenging imaging conditions. In this study, we show that a carefully configured DeepLabv3 model c…