no code implementations • 28 Dec 2022 • Huipeng Zheng, Lukman Hakim, Takio Kurita, Junichi Miyao
The deep learning technique was used to increase the performance of single image super-resolution (SISR).
2 code implementations • 2 Dec 2020 • Motoshi Abe, Junichi Miyao, Takio Kurita
As the one technique of dimensionality reduction, a stochastic neighbor embedding (SNE) was introduced.
1 code implementation • 17 Apr 2020 • Hideki Oki, Motoshi Abe, Junichi Miyao, Takio Kurita
The functionality of the metric learning to reduce the differences between similar outputs can be used for the knowledge distillation to reduce the differences between the outputs of the teacher model and the student model.
1 code implementation • 17 Apr 2020 • Motoshi Abe, Junichi Miyao, Takio Kurita
The neuron-wise discriminant criterion makes the input feature of each neuron in the output layer discriminative by introducing the discriminant criterion to each of the features.
1 code implementation • 9 Apr 2020 • Kakeru Mitsuno, Junichi Miyao, Takio Kurita
As a result, we can prune the weights more adequately depending on the structure of the network and the number of channels keeping high performance.