Presentation information

General Session

General Session » GS-7 Vision, speech media processing

[3I4-GS-7a] 画像音声メディア処理:基礎

Thu. Jun 10, 2021 3:20 PM - 5:00 PM Room I (GS room 4)

座長:岡部 浩司(NEC)

3:20 PM - 3:40 PM

[3I4-GS-7a-01] Differentiable Architecture Search Using Stable Rank of Convolutional Layers

〇Kengo Machida1, Kuniaki Uto1, Koichi Shinoda1, Taiji Suzuki2,3 (1. Tokyo Institute of Technology, 2. Graduate School of Information Science and Technology, The University of Tokyo, Japan, 3. Center for Advanced Intelligence Project, RIKEN, Japan)

Keywords:AI, Deep Learning, Neural Architecture Search, DARTS; Differentiable Architecture Search, Stable Rank

We propose Neural Architecture Search method MSR-DARTS, which uses the stable rank of a convolutional layer for selecting the optimal network structure.
We evaluate MSR-DARTS on CIFAR10 and ImageNet dataset.
It achieves an error rate of 2.80% on CIFAR10 and a top-1 error rate of 24.0% of ImageNet.

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