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Avatar of 廖昱程.
Avatar of 廖昱程.
廖昱程
Customer Engineer @iKala 愛卡拉互動媒體股份有限公司
・
2022 ~ Present
Within two months
data analysis. 中原大學, 理學士（BS）, 心理學, 2006 ~ 2008 Technical Skills •Statistical Modeling, Machine Learning(focus on NLP model), EDA and ETL, Feature Engineering. •Python, ELK Stack(Elasticsearch, Logstash, Kibana), Power BI. •Physiological Signal Analysis - GSR, EEG & ERPs, MRI, Heart-rate, Matlab, SPSS. Experience: Deep Learning, JavaScript, HTML, R, Docker, Google Cloud Platform, Azure, AWS. Side Project Data-Driven Urban Flood Warning System, DSP,•Honor: The project was accepted to D4GX 2019 Program Committee as a poster. •Implemented a predict model to predict the risk of urban area
nlp machine learning
+python
AI & Machine Learning
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Full-time
4-6 years
國立中央大學
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認知與神經科學所

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Avatar of 蔡承哲.
蔡承哲
Deep Learning and Media System Lab, NCU
・
2018 ~ 2018
Taiwan
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Data Scientist
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Matlab
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台灣台北, 台灣新竹市新竹
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National Taiwan University
Major
Electronic Design Automation
Print
Kcauvs1oml3zztykrr4u

蔡承哲 (Cheng-Che, Tsai)

E-mail: [email protected]


學歷

碩士 國立臺灣大學 電子工程學研究所 電子設計自動化組 2019/9 ~ 現今 GPA 4.13 / 4.30

指導教授： 郭斯彥教授

學士 國立中央大學 電機工程學系                                          2015 ~ 2019   GPA 3.64 / 4.00

碩士論文

基於輪廓波的泛用除雨條紋深度神經網路

有雨場景拍到的圖片含有不同方向的雨以及原本場景的邊緣，現有方法無法很好的分離雨和背景，經實驗發現，透過輪廓波可以捕捉到不同方向、尺寸特徵的性質以及雨條紋，將除雨的問題變成還原輪廓波轉換得到的係數，並透過具有不同尺度感受野的卷積神經網路 (CNN) 得到極佳的還原結果；損失函數的設計上，根據輪廓波多階層的特性提出了多階層判別器 (Multi-level discriminator)，使還原的結果更逼真，實驗結果顯示，提出的方法不論在合成或現實的資料集皆得到最好的還原結果。
準備投稿至 IEEE Transactions on Image Processing

論文發表

ContourletNet: A Generalized Rain Removal Architecture Using Multi-Direction Hierarchical Representation

Cheng-Che Tsai, Wei-Ting Chen, Hao-Yu Feng, I-Hsiang Chen, Jian-Jiun Ding, and Sy-Yen Kuo

British Machine Vision Conference (BMVC), 2021.

ALL Snow Removed: Single Image Desnowing Algorithm Using Hierarchical Dual-tree Complex Wavelet Representation and Contradict Channel Loss

Wei-Ting Chen, Hao-Yu Feng, Cheng-Che Tsai, Cheng-Lin Hsieh, I-Hsiang Chen, Jian-Jiun Ding, and Sy-Yen Kuo

IEEE International Conference on Computer Vision (ICCV), 2021.

All Characteristics Preservation: Single Image Dehazing based on Hierarchical Detail Reconstruction Wavelet Decomposition Network

Wei-Ting Chen, Hao-Yu Feng, Cheng-Che Tsai, Jian-Jiun Ding, and Sy-Yen Kuo

IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), Sep., 2021.

JSTASR: Joint Size and Transparency-Aware Snow Removal Algorithm Based on Modified Partial Convolution and Veiling Effect Removal

Wei-Ting Chen, Hao-Yu Feng, Jian-Jiun Ding, Cheng-Che Tsai, and Sy-Yen Kuo

European Conference on Computer Vision (ECCV), Aug., 2020.

修課紀錄
  • 電腦視覺

  • 演算法

  • 時頻分析和小波轉換

程式語言

Python, Matlab, C++

機器學習框架

Pytorch, Keras





Resume
Profile
Print
Kcauvs1oml3zztykrr4u

蔡承哲 (Cheng-Che, Tsai)

E-mail: [email protected]


學歷

碩士 國立臺灣大學 電子工程學研究所 電子設計自動化組 2019/9 ~ 現今 GPA 4.13 / 4.30

指導教授： 郭斯彥教授

學士 國立中央大學 電機工程學系                                          2015 ~ 2019   GPA 3.64 / 4.00

碩士論文

基於輪廓波的泛用除雨條紋深度神經網路

有雨場景拍到的圖片含有不同方向的雨以及原本場景的邊緣，現有方法無法很好的分離雨和背景，經實驗發現，透過輪廓波可以捕捉到不同方向、尺寸特徵的性質以及雨條紋，將除雨的問題變成還原輪廓波轉換得到的係數，並透過具有不同尺度感受野的卷積神經網路 (CNN) 得到極佳的還原結果；損失函數的設計上，根據輪廓波多階層的特性提出了多階層判別器 (Multi-level discriminator)，使還原的結果更逼真，實驗結果顯示，提出的方法不論在合成或現實的資料集皆得到最好的還原結果。
準備投稿至 IEEE Transactions on Image Processing

論文發表

ContourletNet: A Generalized Rain Removal Architecture Using Multi-Direction Hierarchical Representation

Cheng-Che Tsai, Wei-Ting Chen, Hao-Yu Feng, I-Hsiang Chen, Jian-Jiun Ding, and Sy-Yen Kuo

British Machine Vision Conference (BMVC), 2021.

ALL Snow Removed: Single Image Desnowing Algorithm Using Hierarchical Dual-tree Complex Wavelet Representation and Contradict Channel Loss

Wei-Ting Chen, Hao-Yu Feng, Cheng-Che Tsai, Cheng-Lin Hsieh, I-Hsiang Chen, Jian-Jiun Ding, and Sy-Yen Kuo

IEEE International Conference on Computer Vision (ICCV), 2021.

All Characteristics Preservation: Single Image Dehazing based on Hierarchical Detail Reconstruction Wavelet Decomposition Network

Wei-Ting Chen, Hao-Yu Feng, Cheng-Che Tsai, Jian-Jiun Ding, and Sy-Yen Kuo

IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), Sep., 2021.

JSTASR: Joint Size and Transparency-Aware Snow Removal Algorithm Based on Modified Partial Convolution and Veiling Effect Removal

Wei-Ting Chen, Hao-Yu Feng, Jian-Jiun Ding, Cheng-Che Tsai, and Sy-Yen Kuo

European Conference on Computer Vision (ECCV), Aug., 2020.

修課紀錄
  • 電腦視覺

  • 演算法

  • 時頻分析和小波轉換

程式語言

Python, Matlab, C++

機器學習框架

Pytorch, Keras