DSG-GAN:A dual-stage-generator-based GAN for cross-modality synthesis from PET to CT

Huabin Wang, Xiangdong Wang, Fei Liu, Grace Zhang, Gong Zhang, Qiang Zhang, Michael L. Lang

Published: 01 Apr 2024, Last Modified: 07 Nov 2025Computers in Biology and MedicineEveryoneRevisionsCC BY-SA 4.0
Abstract: Highlights•Dual-stage generator resolves structure and texture synthesis conflicts.•Multiple losses ensure consistency in image structure, texture, and pixels.•Deep perceptual mechanism achieves adaptive filtering, preserving information.•Context-aware discriminator integrates global information for local discrimination.
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