1 code implementation • BMVC 2022 • Soo Min Kang, Youngchan Song, Hanul Shin, Tammy Lee
The goal of image restoration is to recover a high-quality image from its degraded input.
Ranked #3 on Color Image Denoising on Urban100 sigma25
no code implementations • 12 Feb 2019 • Kelsey R. Allen, Evan Shelhamer, Hanul Shin, Joshua B. Tenenbaum
We propose infinite mixture prototypes to adaptively represent both simple and complex data distributions for few-shot learning.
no code implementations • 27 Sep 2018 • Kelsey R Allen, Hanul Shin, Evan Shelhamer, Josh B. Tenenbaum
On the standard few-shot learning benchmarks of Omniglot and mini-ImageNet, BANDE equals or improves on the state-of-the-art for semi-supervised classification.
5 code implementations • NeurIPS 2017 • Hanul Shin, Jung Kwon Lee, Jaehong Kim, Jiwon Kim
Attempts to train a comprehensive artificial intelligence capable of solving multiple tasks have been impeded by a chronic problem called catastrophic forgetting.