Enhanced droplet analysis using generative adversarial networks

Open Webpage

Tan-Hanh Pham, Travis Burgers, Kim-Doang Nguyen

Published: 2025, Last Modified: 13 May 2025Comput. Electron. Agric. 2025EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•We propose DropletGAN for synthetic droplet image generation.•Our model produces high-resolution images with a Fréchet inception distance of 11.29.•End-to-end droplet detection with the DropletGAN and a droplet detector.•Comprehensive droplet population analysis using deep learning techniques.