Research graph
References from Machine learning-based brightfield detection of anti-fibrotic effects in a 3D retinal fibrosis model. Local targets link to admitted publications; unresolved targets remain external evidence.
Global prevalence of age-related macular degeneration and disease burden projection for 2020 and 2040: a systematic review and meta-analysis
10.1016/s2214-109x(13)70145-1 · 2014 · External reference
Role of epithelial-mesenchymal transition in retinal pigment epithelium dysfunction
2020 · External reference
EMT and ENDMT: emerging roles in age-related macular degeneration
10.3390/ijms21124271 · 2020 · External reference
Fibrosis and diseases of the eye
10.1172/jci31030 · 2007 · External reference
10.64898/2026.06.13.732056
10.64898/2026.06.13.732056 · External reference
Extracting quantitative biological information from bright-field cell images using deep learning
10.1063/5.0044782 · 2021 · External reference
Routine optical clearing of 3D-cell cultures: simplicity forward
10.3389/fmolb.2020.00020 · 2020 · External reference
Optical scattering properties of soft tissue: a discrete particle model
10.1364/ao.37.002788 · 1998 · External reference
3D Cell-based assays for drug screens: challenges in imaging, image analysis, and high-content analysis
2019 · External reference
Label-free cell cycle analysis for high-throughput imaging flow cytometry
10.1038/ncomms10256 · 2016 · External reference
Non-invasive quantification of viability in liver spheroids using deep learning
10.3389/fbioe.2026.1797474 · 2026 · External reference
Label-free detection of cellular drug responses by high-throughput bright-field imaging and machine learning
10.1038/s41598-017-12378-4 · 2017 · External reference
Radiomic analysis of 3D spheroids using 2D brightfield images
10.1016/j.bspc.2024.107366 · 2025 · External reference
U-net: convolutional networks for biomedical image segmentation
2015 · External reference
Textural features for image classification
10.1109/tsmc.1973.4309314 · 1973 · External reference
Digital pathology with artificial intelligence analysis provides insight to the efficacy of anti-fibrotic compounds in human 3D MASH model
10.1038/s41598-024-55438-2 · 2024 · External reference
