activity
20182020
most citedDevelopment and Validation of a Deep Learning Algorithm for Improving Gleason Scoring of Prostate Cancer

509 citations · 1.3k across the 6 of their papers we have counts for

collaborators

6 papers

cs.CV2020★ 50 cited

Predicting Prostate Cancer-Specific Mortality with A.I.-based Gleason Grading

Ellery Wulczyn, Kunal Nagpal, Matthew Symonds +20

Gleason grading of prostate cancer is an important prognostic factor but suffers from poor reproducibility, particularly among non-subspecialist pathologists. Although artificial i…

eess.IV2020★ 233 cited

Interpretable Survival Prediction for Colorectal Cancer using Deep Learning

Ellery Wulczyn, David F. Steiner, Melissa Moran +20

Deriving interpretable prognostic features from deep-learning-based prognostic histopathology models remains a challenge. In this study, we developed a deep learning system (DLS) f…

q-bio.QM2019★ 283 cited

Deep learning-based survival prediction for multiple cancer types using histopathology images

Ellery Wulczyn, David F. Steiner, Zhaoyang Xu +7

Prognostic information at diagnosis has important implications for cancer treatment and monitoring. Although cancer staging, histopathological assessment, molecular features, and c…

cs.CV2019★ 127 cited

Similar Image Search for Histopathology: SMILY

Narayan Hegde, Jason D. Hipp, Yun Liu +11

The increasing availability of large institutional and public histopathology image datasets is enabling the searching of these datasets for diagnosis, research, and education. Thou…

cs.CV2019★ 101 cited

Whole-Slide Image Focus Quality: Automatic Assessment and Impact on AI Cancer Detection

Timo Kohlberger, Yun Liu, Melissa Moran +6

Digital pathology enables remote access or consults and powerful image analysis algorithms. However, the slide digitization process can create artifacts such as out-of-focus (OOF).…

cs.CV2018★ 509 cited

Development and Validation of a Deep Learning Algorithm for Improving Gleason Scoring of Prostate Cancer

Kunal Nagpal, Davis Foote, Yun Liu +17

For prostate cancer patients, the Gleason score is one of the most important prognostic factors, potentially determining treatment independent of the stage. However, Gleason scorin…