PhaseStain: the digital staining of label-free quantitative phase microscopy images using deep learning Y Rivenson, T Liu, Z Wei, Y Zhang, K de Haan, A Ozcan Light: Science & Applications 8 (1), 23, 2019 | 396 | 2019 |
Deep learning-based transformation of H&E stained tissues into special stains K de Haan, Y Zhang, JE Zuckerman, T Liu, AE Sisk, MFP Diaz, KY Jen, ... Nature communications 12 (1), 1-13, 2021 | 224 | 2021 |
Deep learning-based super-resolution in coherent imaging systems T Liu, K De Haan, Y Rivenson, Z Wei, X Zeng, Y Zhang, A Ozcan Scientific reports 9 (1), 3926, 2019 | 174 | 2019 |
Biopsy-free in vivo virtual histology of skin using deep learning J Li, J Garfinkel, X Zhang, D Wu, Y Zhang, K De Haan, H Wang, T Liu, ... Light: Science & Applications 10 (1), 233, 2021 | 87 | 2021 |
Fourier Imager Network (FIN): A deep neural network for hologram reconstruction with superior external generalization H Chen, L Huang, T Liu, A Ozcan Light: Science & Applications 11 (1), 254, 2022 | 77 | 2022 |
Holographic image reconstruction with phase recovery and autofocusing using recurrent neural networks L Huang, T Liu, X Yang, Y Luo, Y Rivenson, A Ozcan ACS Photonics 8 (6), 1763-1774, 2021 | 69 | 2021 |
Motility-based label-free detection of parasites in bodily fluids using holographic speckle analysis and deep learning Y Zhang, H Ceylan Koydemir, MM Shimogawa, S Yalcin, A Guziak, T Liu, ... Light: Science & Applications 7 (1), 108, 2018 | 64 | 2018 |
Deep learning‐based color holographic microscopy T Liu, Z Wei, Y Rivenson, K de Haan, Y Zhang, Y Wu, A Ozcan Journal of biophotonics 12 (11), e201900107, 2019 | 58 | 2019 |
Deep learning-based holographic polarization microscopy T Liu, K de Haan, B Bai, Y Rivenson, Y Luo, H Wang, D Karalli, H Fu, ... ACS photonics 7 (11), 3023-3034, 2020 | 56 | 2020 |
Artificial intelligence-enabled quantitative phase imaging methods for life sciences J Park, B Bai, DH Ryu, T Liu, C Lee, Y Luo, MJ Lee, L Huang, J Shin, ... Nature Methods 20 (11), 1645-1660, 2023 | 55 | 2023 |
Self-supervised learning of hologram reconstruction using physics consistency L Huang, H Chen, T Liu, A Ozcan Nature Machine Intelligence 5 (8), 895-907, 2023 | 46* | 2023 |
Neural network-based image reconstruction in swept-source optical coherence tomography using undersampled spectral data Y Zhang, T Liu, M Singh, E Çetintaş, Y Luo, Y Rivenson, KV Larin, ... Light: Science & Applications 10 (1), 155, 2021 | 36 | 2021 |
Computational cytometer based on magnetically modulated coherent imaging and deep learning Y Zhang, M Ouyang, A Ray, T Liu, J Kong, B Bai, D Kim, A Guziak, Y Luo, ... Light: Science & Applications 8 (1), 91, 2019 | 36 | 2019 |
Pathological crystal imaging with single‐shot computational polarized light microscopy B Bai, H Wang, T Liu, Y Rivenson, J FitzGerald, A Ozcan Journal of biophotonics 13 (1), e201960036, 2020 | 34 | 2020 |
Virtual stain transfer in histology via cascaded deep neural networks X Yang, B Bai, Y Zhang, Y Li, K de Haan, T Liu, A Ozcan ACS Photonics 9 (9), 3134-3143, 2022 | 27 | 2022 |
Rapid and stain-free quantification of viral plaque via lens-free holography and deep learning T Liu, Y Li, HC Koydemir, Y Zhang, E Yang, M Eryilmaz, H Wang, J Li, ... Nature Biomedical Engineering 7 (8), 1040-1052, 2023 | 22 | 2023 |
Virtual staining of defocused autofluorescence images of unlabeled tissue using deep neural networks Y Zhang, L Huang, T Liu, K Cheng, K de Haan, Y Li, B Bai, A Ozcan Intelligent Computing, 2022 | 22 | 2022 |
eFIN: enhanced Fourier imager network for generalizable autofocusing and pixel super-resolution in holographic imaging H Chen, L Huang, T Liu, A Ozcan IEEE Journal of Selected Topics in Quantum Electronics 29 (4: Biophotonics …, 2023 | 18 | 2023 |
Virtual histological staining of unlabeled autopsy tissue Y Li, N Pillar, J Li, T Liu, D Wu, S Sun, G Ma, K de Haan, L Huang, ... Nature Communications 15 (1), 1684, 2024 | 17 | 2024 |
Few-shot transfer learning for holographic image reconstruction using a recurrent neural network L Huang, X Yang, T Liu, A Ozcan APL Photonics 7 (7), 2022 | 16 | 2022 |