Search Results for author: Yong-Sheng Chen

Found 9 papers, 7 papers with code

Facial Image Reconstruction from Functional Magnetic Resonance Imaging via GAN Inversion with Improved Attribute Consistency

no code implementations3 Jul 2022 Pei-Chun Chang, Yan-Yu Tien, Chia-Lin Chen, Li-Fen Chen, Yong-Sheng Chen, Hui-Ling Chan

Our experimental results suggest that the proposed framework accomplishes two goals: (1) reconstructing clear facial images from fMRI data and (2) maintaining the consistency of semantic characteristics.

Attribute Image Reconstruction

Self-Supervised Robustifying Guidance for Monocular 3D Face Reconstruction

1 code implementation29 Dec 2021 Hitika Tiwari, Min-Hung Chen, Yi-Min Tsai, Hsien-Kai Kuo, Hung-Jen Chen, Kevin Jou, K. S. Venkatesh, Yong-Sheng Chen

Therefore, we propose a Self-Supervised RObustifying GUidancE (ROGUE) framework to obtain robustness against occlusions and noise in the face images.

3D Face Reconstruction

MS-SincResNet: Joint learning of 1D and 2D kernels using multi-scale SincNet and ResNet for music genre classification

1 code implementation18 Sep 2021 Pei-Chun Chang, Yong-Sheng Chen, Chang-Hsing Lee

First, an input music signal is divided into a number of fixed-duration (3 seconds in this study) music clips, and the raw waveform of each music clip is fed into 1D MS-SincNet filter learning module to obtain three-channel 2D representations.

Genre classification Music Genre Classification

Learning Facial Representations from the Cycle-consistency of Face

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.

Face Reconstruction Facial Expression Recognition +3

Parallel Residual Bi-Fusion Feature Pyramid Network for Accurate Single-Shot Object Detection

1 code implementation3 Dec 2020 Ping-Yang Chen, Ming-Ching Chang, Jun-Wei Hsieh, Yong-Sheng Chen

Feature Pyramid (FP) is widely used in recent visual detection, however the top-down pathway of FP cannot preserve accurate localization due to pooling shifting.

Multi-Object Tracking object-detection +1

Pyramid Stereo Matching Network

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.

Stereo Depth Estimation Stereo-LiDAR Fusion +2

Deep Competitive Pathway Networks

1 code implementation29 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.

Image Classification Object Recognition

Batch-normalized Maxout Network in Network

1 code implementation9 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.

Image Classification

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