no code implementations • 15 Apr 2024 • Jinhee Kim, Taesung Kim, Jaegul Choo
Our findings indicate that using CSV format, balancing classes, and employing unique variable mapping produces realistic and reliable data, significantly enhancing machine learning performance for minor classes in imbalanced datasets.
1 code implementation • 15 Sep 2022 • Jinhee Kim, Taesung Kim, Taewoo Kim, Jaegul Choo, Dong-Wook Kim, Byungduk Ahn, In-Seok Song, Yoon-Ji Kim
To fully automate this procedure, deep-learning-based methods have been widely proposed and have achieved high performance in detecting keypoints in medical images.
2 code implementations • ICLR 2022 • Taesung Kim, Jinhee Kim, Yunwon Tae, Cheonbok Park, Jang-Ho Choi, Jaegul Choo
The former normalizes the input to fix its distribution in terms of the mean and variance, while the latter returns the output to the original distribution.
1 code implementation • Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops 2021 • Donghyeon Lee, Chulhee Lee, Taesung Kim
Therefore, it is very difficult to restore the original image from a blurred and JPEG-compressed image.