Search Results for author: Minje Jang

Found 4 papers, 0 papers with code

SwitchLight: Co-design of Physics-driven Architecture and Pre-training Framework for Human Portrait Relighting

no code implementations29 Feb 2024 Hoon Kim, Minje Jang, Wonjun Yoon, Jisoo Lee, Donghyun Na, Sanghyun Woo

We introduce a co-designed approach for human portrait relighting that combines a physics-guided architecture with a pre-training framework.

Match prediction from group comparison data using neural networks

no code implementations25 Sep 2019 Sunghyun Kim, Minje Jang, Changho Suh

As existing state-of-the-art algorithms are tailored to certain statistical models, we have different best algorithms across distinct scenarios.

Optimal Sample Complexity of M-wise Data for Top-K Ranking

no code implementations NeurIPS 2017 Minje Jang, Sunghyun Kim, Changho Suh, Sewoong Oh

As our result, we characterize the minimax optimality on the sample size for top-K ranking.

Top-$K$ Ranking from Pairwise Comparisons: When Spectral Ranking is Optimal

no code implementations14 Mar 2016 Minje Jang, Sunghyun Kim, Changho Suh, Sewoong Oh

First, in a general comparison model where item pairs to compare are given a priori, we attain an upper and lower bound on the sample size for reliable recovery of the top-$K$ ranked items.

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