Search Results for author: Youngkee Kim

Found 3 papers, 0 papers with code

Search Space Adaptation for Differentiable Neural Architecture Search in Image Classification

no code implementations5 Jun 2022 Youngkee Kim, Soyi Jung, Minseok Choi, Joongheon Kim

As deep neural networks achieve unprecedented performance in various tasks, neural architecture search (NAS), a research field for designing neural network architectures with automated processes, is actively underway.

Image Classification Neural Architecture Search

Two-stage architectural fine-tuning with neural architecture search using early-stopping in image classification

no code implementations17 Feb 2022 Youngkee Kim, Won Joon Yun, Youn Kyu Lee, Soyi Jung, Joongheon Kim

In many deep neural network (DNN) applications, the difficulty of gathering high-quality data in the industry field hinders the practical use of DNN.

Image Classification Neural Architecture Search +1

Trends in Neural Architecture Search: Towards the Acceleration of Search

no code implementations19 Aug 2021 Youngkee Kim, Won Joon Yun, Youn Kyu Lee, Soyi Jung, Joongheon Kim

In modern deep learning research, finding optimal (or near optimal) neural network models is one of major research directions and it is widely studied in many applications.

Evolutionary Algorithms Neural Architecture Search +2

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