no code implementations • 4 Dec 2020 • Takumi Kimura, Takashi Matsubara, Kuniaki Uehara
Then, a map conditioned on a label is assigned to a continuous subset of a point cloud, similar to a chart of a manifold.
no code implementations • 9 Apr 2019 • Kenta Hama, Takashi Matsubara, Kuniaki Uehara, Jianfei Cai
With the wide development of black-box machine learning algorithms, particularly deep neural network (DNN), the practical demand for the reliability assessment is rapidly rising.
1 code implementation • 22 Nov 2018 • Ryo Takahashi, Takashi Matsubara, Kuniaki Uehara
We also confirmed that deep CNNs with RICAP achieve better results on classification tasks using CIFAR-100 and ImageNet and an image-caption retrieval task using Microsoft COCO.
no code implementations • 16 Jul 2018 • Takashi Matsubara, Kenta Hama, Ryosuke Tachibana, Kuniaki Uehara
Empirical results demonstrate that the unregularized score is robust to the inherent complexity of samples and can be used to better detect anomalies.
no code implementations • 18 Dec 2017 • Takashi Matsubara, Tetsuo Tashiro, Kuniaki Uehara
This study applied the proposed model to diagnose schizophrenia and bipolar disorders.
no code implementations • 12 Feb 2017 • Ryo Takahashi, Takashi Matsubara, Kuniaki Uehara
The proposed WSMS-Net is easily combined with existing deep CNNs such as ResNet and DenseNet and enables them to acquire robustness to object scaling.