185 citations · 945 across the 83 of their papers we have counts for
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MSR-DARTS: Minimum Stable Rank of Differentiable Architecture Search
Kengo Machida, Kuniaki Uto, Koichi Shinoda +1
In neural architecture search (NAS), differentiable architecture search (DARTS) has recently attracted much attention due to its high efficiency. It defines an over-parameterized n…
Domain Adaptation Regularization for Spectral Pruning
Laurent Dillard, Yosuke Shinya, Taiji Suzuki
Deep Neural Networks (DNNs) have recently been achieving state-of-the-art performance on a variety of computer vision related tasks. However, their computational cost limits their…
Understanding the Effects of Pre-Training for Object Detectors via Eigenspectrum
Yosuke Shinya, Edgar Simo-Serra, Taiji Suzuki
ImageNet pre-training has been regarded as essential for training accurate object detectors for a long time. Recently, it has been shown that object detectors trained from randomly…