1 code implementation • ICCV 2021 • Jia-Ren Chang, Yong-Sheng Chen, Wei-Chen Chiu
The main idea of the facial motion cycle-consistency is that, given a face with expression, we can perform de-expression to a neutral face via the removal of facial motion and further perform re-expression to reconstruct back to the original face.
6 code implementations • CVPR 2018 • Jia-Ren Chang, Yong-Sheng Chen
The spatial pyramid pooling module takes advantage of the capacity of global context information by aggregating context in different scales and locations to form a cost volume.
1 code implementation • 29 Sep 2017 • Jia-Ren Chang, Yong-Sheng Chen
For examples, the Inception architecture integrates multi-scale subnetworks and the residual network can be regarded that a residual unit combines a residual subnetwork with an identity shortcut.
Ranked #14 on Image Classification on SVHN
1 code implementation • 9 Nov 2015 • Jia-Ren Chang, Yong-Sheng Chen
This paper reports a novel deep architecture referred to as Maxout network In Network (MIN), which can enhance model discriminability and facilitate the process of information abstraction within the receptive field.
Ranked #9 on Image Classification on MNIST