2 papers
cs.CV2019
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…
cs.CV2019
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…