I-HSIANG's CV

EDUCATION

University of Washington | Visiting Scholar   May. 2024 - Present

Electrical and Computer Engineering;; Topic: Diffusion Model, Image enhancement; Advisor: enq-Neng Hwang

National Taiwan University | Ph.D. Sep. 2020 - Present

Electrical Engineering and Computer Science; Topic: Image enhancement, Re-identification, Crowd Counting; Advisor: Sy-Yen Kuo, GPA: 4.23/4.3

National Taiwan Tech | Bachelor Sep. 2016 - Jun. 2020

Electronic and Computer Engineering; minor: Bachelor Degree Program of Finance, concentration in  IC Design, MCU, GPA: 4.09/4.3

PUBLICATION

Image Restoration “UniRestore: Unified Perceptual and Task-Oriented Image Restoration Model (CVPR Highlight), 2025.  (First author)

Crowd Counting “Improving Point-based Crowd Counting and Localization Based on Auxiliary Point Guidance”, European Conference on Computer Vision (ECCV), 2024.  (First author)

Haze Removal “Semantic Guidance Learning for High-Resolution Non-Homogeneous Dehazing”, Computer Vision and Pattern Recognition Workshop (CVPRW), 2023. (Second author)

Shadow Removal “TSRFormer: Transformer based two-stage refinement for single image shadow removal”, Computer Vision and Pattern Recognition Workshop (CVPRW), 2023. (Second author)

Re-identification “RVSL: Robust Vehicle Similarity Learning in Real Hazy Scenes Based on Semi-supervised Learning”, European Conference on Computer Vision (ECCV), 2022.  (First author*)

Re-identification “SJDL-Vehicle: Semi-supervised Joint Defogging Learning for Foggy Vehicle Reidentification”, AAAI Conference on Artificial Intelligence (AAAI), 2022. (First author*)

Reflection Removal “Missing Recovery: Single Image Reflection Removal based on Auxiliary Prior Learning”, IEEE Trans. Image Processing, 2022.(Second author)

Snow Removal “ALL Snow Removed: Single Image Desnowing Algorithm Using Hierarchical Dual-tree Complex Wavelet Representation and Contradict Channel Loss”, International Conference on Computer Vision (ICCV), 2021. (Second author)

Rain Removal “ContourletNet: A Generalized Rain Removal Architecture Using Multi-Direction Representation and Hierarchical Decomposition”, British Machine Vision Conference (BMVC), 2021. (Second author)

Smoke Removal “DesmokeNet: A Two-stage Smoke Removal Pipeline Based on Self-Attentive Feature Consensus and Multi-Level Contrastive Regularization”, IEEE Trans. Circuits and Systems for Video Technology, 2021. (Second author)

EXPERIENCE

MTK MM | Research Intern Jul. – Dec. 2023

Research and Development of Video Codec with Deep Learning

ASML D&E | Research Intern Jan. – Apr. 2022

Develop a negative image generation model for improved precision of eScan

Capacura Inc. (Cologne, Germany)| Intern Jul. – Sep. 2019

Develop an IPO venture capital forecast by categories and trends features

Industrial Technology Research Institute | Contractor Dec. 2018 – Sep. 2019

Assist data mining and organization for self-driving development

SIEMENS (Berlin, Germany) | Workshop Aug. 2016

Summer workshop for programmable logic controller training

COMPETITION

ADVANTECH AIoT InnoWorks | 3rd Place Feb. – Sep. 2019

Develop a campus restaurant management system with object detection, microcontroller, and monitor

TQC+ Python Programming Competition | Merit Award May. 2019

Large-scale competition of programming ability of colleges and universities

Senior High School Project Contest | Honorable Mention Fall 2016

Develop a machine-learning bicycle training system with microcontrollers

WorldSkills Competition (Taiwan) | 1st Place Aug. 2014 – Sep. 2015

Circuit design, Microcontroller programming, and Function design

學歷

華盛頓大學 | 訪問學者   May. 2024 - Present

電子與計算機工程，研究：Diffusion Model, 影像增強，指導：黃正能 教授   

國立臺灣大學 | 博士 Sep. 2020 - Present

電機工程學系計算機組，研究：重辨識、人群計數、影像強化，指導：郭斯彥 教授

國立臺灣科技大學 | 學士 Sep. 2016 - Jun. 2020

電子工程學系 輔財經學程，專研：IC Design, MCU，GPA: 4.09/4.3

論文發表

Image Restoration “UniRestore: Unified Perceptual and Task-Oriented Image Restoration Model (CVPR Highlight), 2025.  (First author)

Crowd Counting “Improving Point-based Crowd Counting and Localization Based on Auxiliary Point Guidance”, European Conference on Computer Vision (ECCV), 2024.  (First author)

Haze Removal “Semantic Guidance Learning for High-Resolution Non-Homogeneous Dehazing”, Computer Vision and Pattern Recognition Workshop (CVPRW), 2023. (Second author)

Shadow Removal “TSRFormer: Transformer based two-stage refinement for single image shadow removal”, Computer Vision and Pattern Recognition Workshop (CVPRW), 2023. (Second author)

Re-identification “RVSL: Robust Vehicle Similarity Learning in Real Hazy Scenes Based on Semi-supervised Learning”, European Conference on Computer Vision (ECCV), 2022.  (First author*)

Re-identification “SJDL-Vehicle: Semi-supervised Joint Defogging Learning for Foggy Vehicle Reidentification”, AAAI Conference on Artificial Intelligence (AAAI), 2022. (First author*)

Reflection Removal “Missing Recovery: Single Image Reflection Removal based on Auxiliary Prior Learning”, IEEE Trans. Image Processing, 2022.(Second author)

Snow Removal “ALL Snow Removed: Single Image Desnowing Algorithm Using Hierarchical Dual-tree Complex Wavelet Representation and Contradict Channel Loss”, International Conference on Computer Vision (ICCV), 2021. (Second author)

Rain Removal “ContourletNet: A Generalized Rain Removal Architecture Using Multi-Direction Representation and Hierarchical Decomposition”, British Machine Vision Conference (BMVC), 2021. (Second author)

Smoke Removal “DesmokeNet: A Two-stage Smoke Removal Pipeline Based on Self-Attentive Feature Consensus and Multi-Level Contrastive Regularization”, IEEE Trans. Circuits and Systems for Video Technology, 2021. (Second author)

實習經歷

台灣MTK MM部門｜Research Intern Jul. - Dec. 2023

深度學習視訊編解碼器的研究與開發

台灣ASML D&E部門｜Research Intern Jan. - Apr. 2022

協助軟體部門開發錯誤樣本影像生成模型，用以增強訓練光刻系統的檢測精度

德國Capacura Inc. | Intern Jul. - Sep. 2019

協助開發未上市公司IPO創投預測，利用多項公司屬性與趨勢分析創建模型

台灣工研院資通組 | Contractor Dec. 2018 - Sep. 2019

協助台灣自駕車開發專案進行資料搜集與資料整理，並運用MATLAB 3D標註

德國SIEMENS| Workshop Aug. 2016

短期機台開發培訓計畫，包含企業參訪與短期專案設計

競賽經驗

研華AIoT InnoWorks 物聯網專題競賽|銅獎 Feb. 2019 - Sep. 2019

運用物件偵測、微控制器與監視系統整合，開發校園餐廳管理與分析系統

TQC+ 全國大專校院Python 程式設計競賽｜優勝 May. 2019

電腦技能檢定機構舉辦大型競賽，挑戰全國大專院校程式設計能力

全國高級中學專題暨創意製作競賽 | 佳作 Dec. 2015 - Mar. 2016

運用微控制器整合周邊感測器，針對自行車開發機器學習訓練系統

第45屆全國技能競賽 工業電子｜金牌   Aug. 2014 - Sep. 2015

全國最重大技藝競賽，挑選國手選拔預演賽，進行電路、微控制器與功能設計