DeepGT: Deep learning-based quantification of nanosized bioparticles in bright-field micrographs of Gires-Tournois biosensor

Jiwon Kang*, Young Jin Yoo*, Jin-Hwi Park*, Joo Hwan Ko, Seungtaek Kim, Stefan G. Stanciu, Harald A. Stenmark, Jin Ah Lee, Abdullah Al Mahmud, Hae-Gon Jeon and Young Min Song (* equally contributed)

Accepted to Nano Today (IF: 17.4)

[Paper] [Code]

Code is not complete yet.

Overview

Dataset Construction

Data Annotation

Results

Quantification of bioparticles

Detection of Artifacts and Complex Forms