Search Results for author: Dong Sun Park

Found 4 papers, 1 papers with code

Embrace Limited and Imperfect Training Datasets: Opportunities and Challenges in Plant Disease Recognition Using Deep Learning

no code implementations19 May 2023 Mingle Xu, Hyongsuk Kim, Jucheng Yang, Alvaro Fuentes, Yao Meng, Sook Yoon, Taehyun Kim, Dong Sun Park

We believe that our paper sheds light on the importance of embracing poor datasets, enhances the understanding of the associated challenges, and contributes to the ambitious objective of deploying deep learning in real-world applications.

Variation-Aware Semantic Image Synthesis

no code implementations25 Jan 2023 Mingle Xu, Jaehwan Lee, Sook Yoon, Hyongsuk Kim, Dong Sun Park

Semantic image synthesis (SIS) aims to produce photorealistic images aligning to given conditional semantic layout and has witnessed a significant improvement in recent years.

Image Generation

A Comprehensive Survey of Image Augmentation Techniques for Deep Learning

no code implementations3 May 2022 Mingle Xu, Sook Yoon, Alvaro Fuentes, Dong Sun Park

In this paper, we perform a comprehensive survey on image augmentation for deep learning with a novel informative taxonomy.

Image Augmentation Image Generation

Unsupervised Image Translation using Adversarial Networks for Improved Plant Disease Recognition

2 code implementations26 Sep 2019 Haseeb Nazki, Sook Yoon, Alvaro Fuentes, Dong Sun Park

The empirical analysis of our method is demonstrated on a limited dataset of 2789 tomato plant disease images, highly corrupted with an imbalance in the 9 disease categories.

Data Augmentation Image-to-Image Translation +1

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