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Terahertz System

Name: Chia-Wen Lin

Highlight: Image processing/ computer vision/ machine learning/ deep learning/

                   video content analysis

Personal Website: https://www.ee.nthu.edu.tw/cwlin/

Contact number: +886-3-5731152

Email: cwlin@ee.nthu.edu.tw

Terahertz System Publication

Journal Publications

 

Chia-Wen Lin
Publication Author Journal
Geometry-Aware Visual-Tactile Image Representation Learning with Uniform Proxies on the Hypersphere Chen Guo, Wenxi Liu, Aiping Huang, Chia-Wen Lin, Tiesong Zhao ACM Transactions on Multimedia Computing, Communications and Applications, 22(10), art. 299, pp. 1-22, Oct. 8, 2026
Dual-Edged Homogeneous-Modality Similarity: Towards Visible-Infrared Modality-Incomplete Person Re-Identification with Modality Adaptive Matching Xin Xu, Shuhao Zhan, Wei Liu, Zheng Wang, Kui Jiang, Chia-Wen Lin International Journal of Computer Vision, 134(10), art. 441, Sep. 19, 2026
FADPNet: frequency-aware dual-path network for face super-resolution Siyu Xu, Wenjie Li, Guangwei Gao, Jian Yang, Guo-Jun Qi, Chia-Wen Lin IEEE Transactions on Multimedia (Early Access), Sep. 10, 2026
CSW-AL: A category-scaling weight schema for imbalanced multi-domain active learning Yanchao Li, Guanxiao Li, Xiaoli Wang, La Duo, Guangwei Gao, Chia-Wen Lin Neural Networks, vol. 205, art. 109503, Aug. 17, 2026
Transformer-Progressive Mamba Network for Lightweight Image Super-Resolution Sichen Guo, Wenjie Li, Yuanyang Liu, Guangwei Gao, Jian Yang, Chia-Wen Lin IEEE Transactions on Image Processing, vol. 35, pp. 8748-8761, Aug. 12, 2026
From calibration to refinement: seeking certainty via probabilistic evidence propagation for Noisy-label person re-identification Xin Yuan, Zhiyong Zhang, Xin Xu, Zheng Wang, Chia-Wen Lin IEEE Transactions on Multimedia (Early Access), June 22, 2026
Understanding Audiovisual Deepfake Detection: Techniques, Challenges, Human Factors, and Perceptual Insights Ammarah Hashmi, Sahibzada Adil Shahzad, Chia-Wen Lin, Yu Tsao, Hsin-Min Wang IEEE Computational Intelligence Magazine, 21(2), pp. 38-54, Apr. 9, 2026
VDMamba: Vector Decomposition in Vision Mamba for Image Deraining and Beyond Kui Jiang, Junjun Jiang, Shiqi Wang, Wenqi Ren, Chia-Wen Lin, Zhengguo Li IEEE Transactions on Multimedia, vol. 28, pp. 3339-3352, Jan. 19, 2026
Self-supervised unfolding network with shared reflectance learning for low-light image enhancement Jia Liu, Yu Luo, Guanghui Yue, Jie Ling, Liang Liao, Chia-Wen Lin, Guangtao Zhai, Wei Zhou IEEE Transactions on Image Processing, vol. 35, pp. 800-815, Jan. 13, 2026
UMCL: Unimodal-generated Multimodal Contrastive Learning for Cross-compression-rate Deepfake Detection Ching-Yi Lai, Chih-Yu Jian, Pei-Cheng Chuang, Chia-Ming Lee, Chih-Chung Hsu, Chiou-Ting Hsu, Chia-Wen Lin International Journal of Computer Vision, vol. 134, art. 40, Jan. 7, 2026
PH-Mamba: Enhancing Mamba with Position Encoding and Harmonized Attention for Image Deraining and Beyond Kui Jiang, Junjun Jiang, Xianming Liu, Hongxun Yao, Chia-Wen Lin IEEE Transactions on Image Processing, vol. 35, pp. 1727-1739, Dec. 12, 2025
S2ML: Spatio-Spectral Mutual Learning for Depth Completion Zihui Zhao, Yifei Zhang, Zheng Wang, Yang Li, Kui Jiang, Zihan Geng, Chia-Wen Lin IEEE Transactions on Multimedia, vol. 28, pp. 1431-1444, Dec. 3, 2025
TH-Mamba: Spatial-Temporal Correlation Learning for Mamba-based Talking Head Generation Xin Xu, Zhixi Yu, Kui Jiang, Xiaocheng Feng, Chia-Wen Lin IEEE Transactions on Circuits and Systems for Video Technology, 36(3), pp. 2744-2756, Aug. 7, 2025
AVTENet: A Human-Cognition-Inspired Audio-Visual Transformer-Based Ensemble Network for Video Deepfake Detection Ammarah Hashmi, Sahibzada Adil Shahzad, Chia-Wen Lin, Yu Tsao, Hsin-Min Wang IEEE Transactions on Cognitive and Developmental Systems, 17(6), pp. 1360-1376, Mar. 24, 2025
Semantic-Spatial Subgraph-Based Relational Reasoning for Visual Question Answering Yike Wu, Jiahao Xia, Jingcheng Ke, Chia-Wen Lin, Jian Zhang IEEE Transactions on Multimedia (Early Access), Jan. 20, 2026
Diffusion-based Laplacian frequency-aware network for low-light image enhancement Le Zhou, Wenjie Li, Juncheng Li, Guangwei Gao, Chia-Wen Lin Pattern Recognition, vol. 175, art. 113060, Jan. 9, 2026
Boosting Multi-Modal Large Language Model With Enhanced Visual Features Yiwei Ma, Weihuang Lin, Zhibin Wang, Jiayi Ji, Xiaoshuai Sun, Chia-Wen Lin, Rongrong Ji IEEE Transactions on Pattern Analysis and Machine Intelligence (Early Access), Dec. 16, 2025
High Temporal-Lateral Resolution Photoacoustic Microscopy Imaging With Dual Branch Graph Induced Fusion Network Zhengyuan Zhang, Xiangjun Yin, Zhuoyi Lin, Wenwen Zhang, Ze Feng, Arunima Sharma, Manojit Pramanik, Chia-Wen Lin, Yuanjin Zheng IEEE Transactions on Computational Imaging, vol. 12, pp. 73-85, Dec. 12, 2025
Rehazing for Dehazing: A Physics-guided Parametric Augmentation Net Chih-Ling Chang, Fu-Jen Tsai, Ziling Huang, Lin Gu, Chia-Wen Lin IEEE Journal of Selected Topics in Signal Processing (Early Access), pp. 1-14, Oct. 27, 2025
Exploring “Many in Few” and “Few in Many” Properties in Long-Tailed, Highly-Imbalanced IC Defect Classification Hao-Chiang Shao, Chun-Hao Chang, Yu-Hsien Lin, Chia-Wen Lin, Shao-Yun Fang, Yan-Hsiu Liu IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (Early Access), Oct. 23, 2025
AVTENet: A Human-Cognition-Inspired Audio-Visual Transformer-Based Ensemble Network for Video Deepfake Detection Ammarah Hashmi, Sahibzada Adil Shahzad, Chia-Wen Lin, Yu Tsao, Hsin-Min Wang IEEE Transactions on Cognitive and Developmental Systems, vol. 17, no. 6, Mar. 24, 2025
AM40: Enhancing action recognition through matting-driven interaction analysis Siqi Liang, Wenxuan Liu, Zhe Li, Kui Jiang, Siyuan Yang, Chia-Wen Lin, Xian Zhong Pattern Recognition, vol. 172, Part B, art. 112393, Sep. 17, 2025
Terahertz compressive optical–digital neural network imaging Shao-Hsuan Wu, Seyed Mostafa Latifi, Chia-Wen Lin, Shang-Hua Yang APL Photonics, vol. 10, no. 9, art. 090801, Sep. 2025
TransRef: Multi-scale reference embedding transformer for reference-guided image inpainting Taorong Liu, Liang Liao, Delin Chen, Jing Xiao, Zheng Wang, Chia-Wen Lin, Shin’ichi Satoh Neurocomputing, vol. 632, art. 129749, Feb. 2025
Attention-Guided Multiscale Interaction Network for Face Super-Resolution Xujie Wan, Wenjie Li, Guangwei Gao, Huimin Lu, Jian Yang, Chia-Wen Lin IEEE Trans. Syst. Man Cybern. Syst., vol. 55, no. 11, pp. 8638-8650, Sep. 2025
A Dynamic Transformer Network for Vehicle Detection Chunwei Tian, Kai Liu, Bob Zhang, Zhixiang Huang, Chia-Wen Lin, David Zhang IEEE Transactions on Consumer Electronics, vol. 71, no. 2, pp. 2387-2394, Apr. 2025
Make Graph-based Referring Expression Comprehension Great Again through Expression-guided Dynamic Gating and Regression Jingcheng Ke, Dele Wang, Jun-Cheng Chen, I Jhuo, Chia-Wen Lin, Yen-Yu Lin IEEE Transactions on Multimedia, vol. 27, pp. 1950-1961, Dec. 2024
Frequency-Assisted Mamba for Remote Sensing Image Super-Resolution Yi Xiao, Qiangqiang Yuan, Kui Jiang, Yuzeng Chen, Qiang Zhang, Chia-Wen Lin IEEE Transactions on Multimedia, vol. 27, pp. 1783-1796, Dec. 2024
Multi-Scale Dynamic Fusion for Visible-Infrared Person Re-Identification Shen Wang, Yu Wang, Renjie Qiao, Kejun Wu, Chia-Wen Lin, Chengtao Cai ACM TOMM, vol. 21, no. 3, pp. 1-24, Mar. 2025
Multi-Axis Feature Diversity Enhancement for Remote Sensing Video Super-Resolution Yi Xiao, Qiangqiang Yuan, Kui Jiang, Yuzeng Chen, Shiqi Wang, Chia-Wen Lin IEEE Transactions on Image Processing, vol. 34, pp. 1766-1778, Mar. 2025
LithoHoD: A Litho Simulator-Powered Framework for IC Layout Hotspot Detection Hao-Chiang Shao, Guan-Yu Chen, Yu-Hsien Lin, Chia-Wen Lin, Shao-Yun Fang, Pin-Yian Tsai, Yan-Hsiu Liu IEEE TCAD, vol. 44, no. 3, pp. 1098-1111, Sep. 2024
Acoustic Resolution Photoacoustic Microscopy Imaging Enhancement: Integration of Group Sparsity with Deep Denoiser Prior Zhengyuan Zhang, Zuozhou Pan, Zhuoyi Lin, Arunima Sharma, Chia-Wen Lin, Manojit Pramanik, Yuanjin Zheng IEEE Transactions on Image Processing, vol. 34, pp. 522-537, Jan. 2025
AnySR: Realizing Image Super-Resolution as Any-Scale, Any-Resource Wengyi Zhan, Mingbao Lin, Chia-Wen Lin, Rongrong Ji IEEE Transactions on Image Processing, vol. 33, pp. 6564-6578, Nov. 2024
Heterogeneous Window Transformer for Image Denoising Chunwei Tian, Menghua Zheng, Chia-Wen Lin, Zhiwu Li, David Zhang IEEE Trans. Syst. Man Cybern. Syst., vol. 54, no. 11, pp. 6621-6632, Aug. 2024
A self-supervised CNN for image watermark removal Chunwei Tian, Menghua Zheng, Tiancai Jiao, Wangmeng Zuo, Yanning Zhang, Chia-Wen Lin IEEE TCSVT, vol. 34, no. 8, pp. 7566-7576, Mar. 2024
Multi-View Graph Embedding Learning for Image Co-Segmentation and Co-Localization Aiping Huang, Lijian Li, Le Zhang, Yuzhen Niu, Tiesong Zhao, Chia-Wen Lin IEEE TCSVT, vol. 34, no. 6, pp. 4942-4956, Dec. 2023
A self-supervised network for image denoising and watermark removal Chunwei Tian, Jingyu Xiao, Bob Zhang, Wangmeng Zuo, Yudong Zhang, Chia-Wen Lin Neural Networks, vol. 174, art. 106218, Mar. 2024
Mutual Retinex: Combining Transformer and CNN for Image Enhancement Kui Jiang, Qiong Wang, Zhaoyi An, Zheng Wang, Cong Zhang, Chia-Wen Lin IEEE Transactions on Emerging Topics in Computational Intelligence, vol. 8, no. 3, pp. 2240-2252, Mar. 2024
Watch You Under Low-resolution and Low-illumination: Face Enhancement via Bi-factor Degradation Decoupling Xin Ding, Zheng Wang, Jing Fang, Zhenyu Shu, Ruimin Hu, Chia-Wen Lin IEEE TCSVT, vol. 34, no. 5, pp. 3481-3495, Oct. 2023
A Heterogeneous Group CNN for Image Super-Resolution Chunwei Tian, Yanning Zhang, Wangmeng Zuo, Chia-Wen Lin, David Zhang, Yixuan Yuan IEEE Transactions on Neural Networks and Learning Systems, vol. 35, no. 5, pp. 6507-6519, Oct. 2022
Terahertz deep learning fusion computed tomography Yi-Chun Hung, Weng-Tai Su, Ta-Hsuan Chao, Chia-Wen Lin, Shang-Hua Yang Optics Express, vol. 32, no. 10, pp. 17763-17774, Apr. 2024
Local-Global Temporal Difference Learning for Satellite Video Super-Resolution Yi Xiao, Qiangqiang Yuan, Kui Jiang, Xianyu Jin, Jiang He, Liangpei Zhang, Chia-wen Lin IEEE TCSVT, vol. 34, no. 4, pp. 2789-2802, Sep. 2023
Video Compression Artifacts Removal with Spatial-Temporal Attention-Guided Enhancement Nanfeng Jiang, Weiling Chen, Jielian Lin, Tiesong Zhao, Chia-Wen Lin IEEE Transactions on Multimedia, vol. 26, pp. 5657-5669, Nov. 2023
Efficient image super-resolution with feature interaction weighted hybrid network Wenjie Li, Juncheng Li, Guangwei Gao, Weihong Deng, Jian Yang, Guo-Jun Qi, Chia-Wen Lin IEEE Transactions on Multimedia, vol. 27, pp. 2256-2267, Dec. 2024
A cross Transformer for image denoising Chunwei Tian, Menghua Zheng, Wangmeng Zuo, Shichao Zhang, Yanning Zhang, Chia-Wen Lin Information Fusion, vol. 102, art. 102043, Oct. 2023
CLIPREC: Graph-based Domain Adaptive Network for Zero-Shot Referring Expression Comprehension Jingcheng Ke, Jia Wang, Jun-Cheng Chen, I-Hong Jhuo, Chia-Wen Lin, Yen-Yu Lin IEEE Transactions on Multimedia, vol. 26, pp. 2480-2492, July 2023
TTST: A Top-k Token Selective Transformer for Remote Sensing Image Super-Resolution Yi Xiao, Qiangqiang Yuan, Kui Jiang, Jiang He, Chia-Wen Lin, Liangpei Zhang IEEE Transactions on Image Processing, vol. 33, pp. 738-752, Jan. 2024
Multi-Scale Fusion and Decomposition Network for Single Image Deraining Qiong Wang, Kui Jiang, Zheng Wang, Wenqi Ren, Jianhui Zhang, Chia-Wen Lin IEEE Transactions on Image Processing, vol. 33, pp. 191-204, Dec. 2023

 

 

Conference Publications

 

Chia-Wen Lin
Publication Author Conference
HNDiff: Haze-Noise Diffusion for Image Dehazing Jin-Ting He, Fu-Jen Tsai, Yan-Tsung Peng, Min-Hung Chen, Chia-Wen Lin, Yen-Yu Lin ECCV 2026, Malmö, Sweden, Sep. 8-12, 2026
Beyond the Horizon: Decoupling Multi-View UAV Action Recognition via Partial Order Transfer Wenxuan Liu, Zhuo Zhou, Xuemei Jia, Siyuan Yang, Wenxin Huang, Xian Zhong, Chia-Wen Lin AAAI Conference on Artificial Intelligence 40th, Singapore, Jan. 20-27, 2026
Spiking meets attention: Efficient remote sensing image super-resolution with attention spiking neural networks Yi Xiao, Qiangqiang Yuan, Kui Jiang, Wenke Huang, Qiang Zhang, Tingting Zheng, Chia-Wen Lin, Liangpei Zhang NeurIPS 2025, San Diego, CA, US, Dec. 2-7, 2025
BlurDM: A Blur Diffusion Model for Image Deblurring Jin-Ting He, Fu-Jen Tsai, Yan-Tsung Peng, Min-Hung Chen, Chia-Wen Lin, Yen-Yu Lin NeurIPS 2025, San Diego, CA, US, Dec. 2-7, 2025
WTNet: A Weather Transfer Network for Domain-Adaptive All-In-One Adverse Weather Image Restoration Si-Yu Huang, Fu-Jen Tsai, Chia-Wen Lin, Yen-Yu Lin BMVC 2025, Sheffield, UK, Nov. 24-27, 2025
4D-Bench: Benchmarking Multi-modal Large Language Models for 4D Object Understanding Wenxuan Zhu, Bing Li, Cheng Zheng, Jinjie Mai, Jun Chen, Letian Jiang, Abdullah Hamdi, Sara Rojas Martinez, Chia-Wen Lin, Mohamed Elhoseiny, Bernard Ghanem 2025 IEEE/CVF ICCV, Honolulu, HI, USA, Oct. 19-25, 2025
Improving cnn-based pad defect classification with enhanced preprocessing techniques Chia-Feng Chien, Ming-Wei Chen, Yin-Chen Chang, Yung-Chih Chen, Yan-Hsiu Liu, Hao-Chiang Shao, Chia-Wen Lin, Yi-Ting Li, Wuqian Tang, Chun-Yao Wang 2025 22nd ISOCC, Busan, Korea, Oct. 15-18, 2025
PHATNet: A Physics-guided Haze Transfer Network for Domain-adaptive Real-world Image Dehazing Fu-Jen Tsai, Yan-Tsung Peng, Yen-Yu Lin, Chia-Wen Lin ICCV 2025, Honolulu, Hawai'i, Oct. 19-23, 2025
Towards General Visual-Linguistic Face Forgery Detection Ke Sun, Shen Chen, Taiping Yao, Ziyin Zhou, Jiayi Ji, Xiaoshuai Sun, Chia-Wen Lin, Rongrong Ji CVPR 2025, Nashville, June 2025
TANet: Triplet Attention Network for All-In-One Adverse Weather Image Restoration Hsing-Hua Wang, Fu-Jen Tsai, Yen-Yu Lin, Chia-Wen Lin ACCV 2024, Hanoi, Vietnam, Dec. 2024
Domain-Adaptive Video Deblurring via Test-Time Blurring Jin-Ting He, Fu-Jen Tsai, Jia-Hao Wu, Yan-Tsung Peng, Chung-Chi Tsai, Chia-Wen Lin, Yen-Yu Lin  ECCV 2024, Milan, Italy, Oct. 2024
ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation Jia-Hao Wu, Fu-Jen Tsai, Yan-Tsung Peng, Chung-Chi Tsai, Chia-Wen Lin, Yen-Yu Lin CVPR 2024, Seattle, US, June 2024
Only a Few Classes Confusing: Pixel-Wise Candidate Labels Disambiguation for Foggy Scene Understanding Liang Liao, Wenyi Chen, Zhen Zhang, Jing Xiao, Yan Yang, Chia-Wen Lin, Shin'ichi Satoh AAAI 2023, Washington DC, Feb. 2023
Data-driven approaches for process simulation and optical proximity correction Hao-Chiang Shao, Chia-Wen Lin, Shao-Yun Fang ASP-DAC 2023, Tokyo, Jan. 2023
DAWN: Direction-aware Attention Wavelet Network for Image Deraining Kui Jiang, Wenxuan Liu, Zheng Wang, Xian Zhong, Junjun Jiang, Chia-Wen Lin ACM Multimedia 2023, Ottawa, Canada, Nov. 2023
NewsNet: A Novel Dataset for Hierarchical Temporal Segmentation H.-Q. Wu, K.-Y. Chen, H.-Z. Liu, M.-C. Zhuge, B. Li, R.-Z. Qiao, X.-J. Shu, B. Gan, L.-S. Xu, B. Ren, M.-M. Xu, W.-T. Zhang, Raghavendra Ramachandra, C.-W. Lin, Bernard Ghanem CVPR 2023, Vancouver, Canada, June 2023
Multimodal Forgery Detection Using Ensemble Learning Ammarah Hashmi, Sahibzada Adil Shahzad, Wasim Ahmad, Chia Wen Lin, Yu Tsao, Hsin-Min Wang 2022 APSIPA ASC, Chiang Mai, Thailand, Nov. 2022
Task-aware few-shot visual classification with improved self-supervised metric learning Chia-Sheng Cheng, Hao-Chiang Shao, Chia-Wen Lin 2022 IEEE ICIP, Bordeaux, France, Oct. 2022
Vessel segmentation and dirt/reflection detection for retinal fundus photographs Meng-Hsuan Chang, Chih-Ying Chen, Chih-Han Yu, Hao-Chiang Shao, Chia-Wen Lin 2022 IEEE ICIP, Bordeaux, France, Oct. 2022
Seeing Through a Black Box: Toward High-Quality Terahertz Imaging via Subspace-and-Attention Guided Restoration Wen-Tai Su, Yi-Chun Hung, Po-Jen Yu, Shang-Hua Yang, Chia-Wen Lin ECCV 2022, Tel Aviv, Israel, Oct. 2022
Stripformer: Strip Transformer for Fast Image Deblurring Fu-Jen Tsai, Yan-Tsung Peng, Yen-Yu Lin, Chung-Chi Tsai, Chia-Wen Lin ECCV 2022, Tel Aviv, Israel, Oct. 2022
Both Style and Fog Matter: Cumulative Domain Adaptation for Semantic Foggy Scene Understanding Xianzheng Ma, Zhixiang Wang, Yacheng Zhan, Yinqiang Zheng, Zheng Wang, Dengxin Dai, Chia-Wen Lin CVPR 2022, New Orleans, June 2022
Fast Graph Sampling for Short Video Summarization using Gershgorin Disc Alignment Sadid Sahami, Gene Cheung, Chia-Wen Lin 2022 IEEE ICASSP, Singapore, May 2022
Degrade Is Upgrade: Learning Degradation for Low-Light Image Enhancement Kui Jiang, Zhongyuan Wang, Zheng Wang, Peng Yi, Xiao Wang, Yansheng Qiu, Chen Chen, Chia-Wen Lin AAAI 2022, virtual event, Feb. 2022 

 

 

Patent Publications

 

Chia-Wen Lin
Publication Author Patent
Method and apparatus for single-image-based rain streak removal Li-Wei Kang, Chia-Wen Lin, Che-Tsung Lin, Yu-Chen Lin US 8774546 B2, July 8, 2014
Method and system for example-based face hallucination Chia-Wen Lin, Chih-Chung Hsu US 8488913 B2, July 16, 2013
Methods for selecting a prediction mode Chih-Sheng Shen, Chia-Wen Lin US 8467451 B2, June 18, 2013
Encoders and image encoding methods I-Hsien Lee, Chia-Wen Lin, Shih-Ming Hsu US 8175151 B2, May 8, 2012
Object tracking systems and methods utilizing compressed-domain motion-based segmentation Chia-Wen Lin, Zhi-Hong Ling, Kual-Zheng Lee US 7835542 B2, Nov 16, 2010

 

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