no code implementations • 16 Feb 2024 • Genki Osada, Tsubasa Takahashi, Takashi Nishide
Finally, we provide evidence of the potential applicability of our hypothesis in another DGM, PixelCNN++.
Out-of-Distribution Detection Out of Distribution (OOD) Detection
no code implementations • ICCV 2023 • Peifei Zhu, Genki Osada, Hirokatsu Kataoka, Tsubasa Takahashi
We observe that existing spatial attacks cause large degradation in image quality and find the loss of high-frequency detailed components might be its major reason.
no code implementations • 24 Dec 2022 • Genki Osada, Takahashi Tsubasa, Budrul Ahsan, Takashi Nishide
The task of out-of-distribution (OOD) detection is vital to realize safe and reliable operation for real-world applications.
Out-of-Distribution Detection Out of Distribution (OOD) Detection
1 code implementation • ECCV 2020 • Genki Osada, Budrul Ahsan, Revoti Prasad Bora, Takashi Nishide
VAT utilizes adversarial samples, generated by injecting perturbation in the input space, for training and thereby enhances the generalization ability of a classifier.