1 code implementation • CVPR 2020 • Denis Gudovskiy, Alec Hodgkinson, Takuya Yamaguchi, Sotaro Tsukizawa
We theoretically derive an optimal acquisition function for AL in this setting.
2 code implementations • 19 Dec 2019 • Denis Gudovskiy, Gyuri Han, Takuya Yamaguchi, Sotaro Tsukizawa
Current home appliances are capable to execute a limited number of voice commands such as turning devices on or off, adjusting music volume or light conditions.
no code implementations • ICLR Workshop LLD 2019 • Denis Gudovskiy, Alec Hodgkinson, Takuya Yamaguchi, Sotaro Tsukizawa
We introduce an attention mechanism to improve feature extraction for deep active learning (AL) in the semi-supervised setting.
1 code implementation • 19 Nov 2018 • Denis Gudovskiy, Alec Hodgkinson, Takuya Yamaguchi, Yasunori Ishii, Sotaro Tsukizawa
We qualitatively and quantitatively show that the proposed explanation method can be used to find image features which cause failures in DNN object detection.