output
20172024
most citedDeep learning for predicting refractive error from retinal fundus images

187 citations

7 papers

q-bio.TO2024

The IBEX Imaging Knowledge-Base: A Community Resource Enabling Adoption and Development of Immunofluoresence Imaging Methods

Ziv Yaniv, Ifeanyichukwu U. Anidi, Leanne Arakkal +59

The iterative bleaching extends multiplexity (IBEX) Knowledge-Base is a central portal for researchers adopting IBEX and related 2D and 3D immunofluorescence imaging methods. The d…

q-bio.TO2024★ 1 cited

The IBEX Knowledge-Base: Achieving more together with open science

Andrea J. Radtke, Ifeanyichukwu Anidi, Leanne Arakkal +55

Iterative Bleaching Extends multipleXity (IBEX) is a versatile method for highly multiplexed imaging of diverse tissues. Based on open science principles, we created the IBEX Knowl…

cs.CV2023★ 8 cited

3DTINC: Time-Equivariant Non-Contrastive Learning for Predicting Disease Progression from Longitudinal OCTs

Taha Emre, Arunava Chakravarty, Antoine Rivail +10

Self-supervised learning (SSL) has emerged as a powerful technique for improving the efficiency and effectiveness of deep learning models. Contrastive methods are a prominent famil…

cs.CV2023★ 4 cited

Pretrained Deep 2.5D Models for Efficient Predictive Modeling from Retinal OCT

Taha Emre, Marzieh Oghbaie, Arunava Chakravarty +9

In the field of medical imaging, 3D deep learning models play a crucial role in building powerful predictive models of disease progression. However, the size of these models presen…

cs.CV2018★ 151 cited

Forecasting Future Humphrey Visual Fields Using Deep Learning

Joanne C. Wen, Cecilia S. Lee, Pearse A. Keane +5

Purpose: To determine if deep learning networks could be trained to forecast a future 24-2 Humphrey Visual Field (HVF). Participants: All patients who obtained a HVF 24-2 at the Un…

cs.CV2017★ 187 cited

Deep learning for predicting refractive error from retinal fundus images

Avinash V. Varadarajan, Ryan Poplin, Katy Blumer +7

Refractive error, one of the leading cause of visual impairment, can be corrected by simple interventions like prescribing eyeglasses. We trained a deep learning algorithm to predi…