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2026

Deep learning-based virtual histological staining and segmentation in label-free quantitative differential phase contrast microscopy

Histological staining remains the diagnostic gold standard in renal pathology, but it requires labor-intensive preparation, specialized infrastructure, and skilled personnel. Isotropic quantitative differential phase contrast (iDPC) microscopy provides label-free morphological contrast by recovering the optical phase o...

Yuan-Chung Cheng, Yung-An Chen, Yi-Ting Chen et al. · 0 citations
Conference Oct 2026

Utilizing U-Nets for quantitative differential phase contrast imaging for biomedical images

Traditional quantitative differential phase-contrast (qDPC) imaging is constrained by the need for multiple intensity measurements, which limits its application for real-time living cell monitoring. This study introduces a single-shot quantitative DPC imaging method that integrates radially asymmetric color-encoded ill...

Ying-Ju Chen, Vu Quang Huy Tran, Sunil Vyas et al. · 0 citations
2026

Benchmarking GAN Inversion Encoders for High-Fidelity Reconstruction of Ulcerative Colitis Images

This study benchmarks colonoscopy image reconstruction. We introduce a Latent Bank method to improve standard encoders, but High-Fidelity GAN Inversion achieves superior quality (FID = 22.12, MS-SSIM > 0.91), proving the best for colonoscopy images.

Vu Quang Huy Tran, C. Angelina, Sunil Vyas et al. · 0 citations

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