Publications of Chiou-Ting Hsu
Journal Papers
l Pei-Kai Huang, Tzu-Hsien Chen, Ya-Ting Chan, Kuan-Wen Chen, and Chiou-Ting Hsu, “DD-rPPGNet: De-interfering and Descriptive Feature Learning
for Unsupervised rPPG Estimation,” IEEE Trans. Information Forensics and
Security, vol. 20, 2025, pp. 4956-4970.
l Pei-Kai Huang, Tzu-Hsien Chen, Ya-Ting Chan, Kuan-Wen Chen, Shih-Yu Yang, Yen-Chun Chou,
and Chiou-Ting Hsu, “Fully Test-Time rPPG Estimation
via Synthetic Signal-Guided Feature Learning,” Pattern Recognition, July 2025.
l Pei-Kai Huang, Jun-Xiong
Chong, Ming-Tsung Hsu, Fang-Yu Hsu, and Chiou-Ting Hsu, “Channel Difference
Transformer for Face Anti-Spoofing,” Information
Sciences, Jan. 2025.
l Pei-Kai Huang, Jun-Xiong
Chong, Ming-Tsung Hsu, Fang-Yu Hsu, Cheng-Hsuan Chiang, Tzu-Hsien Chen, and Chiou-Ting Hsu, “A Survey on Deep
Learning-based Face Anti-Spoofing,” APSIPA
Transactions on Signal and Information Processing, 13(1), 1-33, Dec. 2024.
l Yujui Chen, Tse-Wei Lin, and Chiou-Ting Hsu,
"Source-Guided Adversarial Learning and Data Augmentation for Domain
Generalization," Springer Nature Computer Science, 1:356,
Oct. 2020.
l Chen-Yu Lin,
Yung-Chih Chen, Chun-Yao
Wang, Ching-Yi Huang, and Chiou-Ting Hsu, "Minimization of Number of
Neurons in Voronoi Diagram-Based Artificial Neural Networks," IEEE
Trans. Multi-Scale Computing Systems, vol. 2, no. 4, Oct-Dec, 2016,
pp. 225-233.
l
Hsin-Wen Kung, Yi-Han Tu and Chiou-Ting Hsu, "Dual
Subspace Nonnegative Graph Embedding for Identity-Independent Expression
Recognition," IEEE Trans. Information Forensics and Security,
vol. 10, no. 3, March 2015, pp. 626-639. (Matlab code)
l
Yi-Hsuan Lai, Yi-Lei Chen, Chuan-Ju Chiou, and Chiou-Ting
Hsu, "Single Image Dehazing Via Optimal Transmission Map Under Scene
Priors," IEEE Trans. Circuits and Systems for Video Technology,
vol. 25, no. 1, Jan. 2015, pp. 1-14. (project)
l
Yi-Lei
Chen, Chiou-Ting Hsu, and H.Y. Mark Liao, "Simultaneous Tensor
Decomposition and Completion Using Factor Priors," IEEE Trans.
Pattern Analysis and Machine Intelligence, vol. 36, no. 3, March 2014,
pp. 577-591. (project)
l
Yi-Lei
Chen and Chiou-Ting Hsu, "Multilinear Graph Embedding:
Representation and Regularization for Images," IEEE Trans. Image
Processing, vol. 23, no. 2, Feb. 2014, pp. 741-754.
l
Nick C. Tang, Chiou-Ting Hsu, M.F. Weng, T.Y. Lin, and
H.Y. Mark Liao, "Example-based Human Motion Extrapolation and Motion
Repairing Using Contour Manifold," IEEE Trans. Multimedia , vol. 16, no. 1, Jan. 2014,
pp. 47-59.
l
Yi-Lei
Chen and Chiou-Ting Hsu, "Subspace Learning for Facial Age
Estimation via Pairwise Age Ranking," IEEE Trans. Information
Forensics and Security, vol. 8, no. 12, Dec. 2013, pp. 2164-2176.
l
Chiou-Ting Hsu and Marvin Huang, "Ridge Network Detection
in Crumpled Paper via Graph Density Estimation," IEEE Trans. Image
Processing, vol. 21, no. 10, Oct. 2012, pp. 4498-4502.
l
Nick C. Tang, Chiou-Ting Hsu, Chih-Wen Su, Timothy K.
Shih, and H.Y. Mark Liao, "Video Inpainting on Digitized Vintage Films via
Maintaining Spatiotemporal Continuity," IEEE Trans. Multimedia ,
vol. 13, no. 4, Aug. 2011, pp. 602-614.
l
Yi-Lei
Chen and Chiou-Ting Hsu, "Detecting Recompression of JPEG Images
via Periodicity Analysis of Compression Artifacts for Tampering
Detection," IEEE Trans. Information Forensics and Security,
vol. 6, no. 2, June 2011, pp. 396-406.
l
Ying-Jia Yeh and Chiou-Ting Hsu, "Online Selection
of Tracking Features Using AdaBoost," IEEE Trans. Circuits and
Systems for Video Technology, vol. 19, no. 3, April 2009, pp. 442-446.
l
Chuech-Yu Li and
Chiou-Ting Hsu, "Image Retrieval with Relevance Feedback Based on
Graph-Theoretic Region Correspondence Estimation," IEEE Trans.
Multimedia, vol. 10, no. 2, April 2008, pp. 447-456.
l
Chih-Chieh Cheng and Chiou-Ting
Hsu, "Fusion of Audio and Motion Information on HMM-Based Highlight
Extraction for Baseball Games," IEEE Trans. Multimedia, vol.
8, no. 3, June 2006, pp. 585-599.
l
Chiou-Ting Hsu and Ming-Shen Hsieh, "Region Tracking
for Non-Rigid Video Objects in a Non-Parametric MAP Framework," Signal
Processing: Image Communication, vol. 21, no. 3, March 2006, pp. 235-251.
l
Chiou-Ting Hsu and Chuech-Yu
Li, "Relevance Feedback Using Generalized Bayesian Framework with
Region-Based Optimization Learning," IEEE Trans. Image Processing,
vol. 14, no. 1, Oct. 2005, pp. 1617-1631.
l
Chiou-Ting Hsu and Yu-Chun Tsan,
"Mosaics of Video Sequences with Moving Objects," Signal
Processing: Image Communication, vol. 19, no. 1, Jan. 2004, pp. 81-98.
l
Chiou-Ting Hsu and Ja-Ling Wu, "Hidden Digital
Watermarks in Images," IEEE Trans. Image Processing, vol. 8,
no. 1, Jan. 1999, pp. 58-68.
l
Chiou-Ting Hsu and Ja-Ling Wu, "Multiresolution
Watermarking for Digital Images," IEEE Trans. Circuits and Systems
II, vol. 45, no. 8, August 1998, pp. 1097-1101.
l
Chiou-Ting Hsu and Ja-Ling Wu, "DCT-Based
Watermarking for Video," IEEE Trans. Consumer Electronics,
vol. 44, no. 1, Feb. 1998, pp. 206-216.
l
Chiou-Ting Hsu and Ja-Ling Wu, "Multiresolution
Mosaic," IEEE Trans. Consumer Electronics, vol. 42, no. 3,
November 1996, pp. 981-990.
Conference Papers
l Pei-Kai Huang, Jun-Xiong Chong, Cheng-Hsuan Chiang, Tzu-Hsien Chen,
Tyng-Luh Liu, and Chiou-Ting Hsu, “SLIP: Spoof-Aware One-Class Face
Anti-spoofing with Language Image Pretraining,” in Proc. AAAI
2025,
Pennsylvania, USA, Feb. 2025.
l Pei-Kai Huang, Cheng-Hsuan Chiang, Tzu-Hsien Chen, Jun-Xiong Chong,
Tyng-Luh Liu, and Chiou-Ting Hsu, “One-Class Face Anti-spoofing via Spoof Cue
Map-Guided Feature Learning,” in Proc.
CVPR, Seattle, June 2024.
l Ching-Yi Lai, Chiou-Ting
Hsu, Chih-Chung Hsu, and Chia-Wen Lin, Prompt-Guided Multi-Modal Contrastive
Learning for Cross-Compression-Rate Deepfake
Detection,” in Proc. BMVC, Glasgow,
Nov. 2024.
l Pei-Kai
Huang, Chen-Yu Lu, Shu-Jung Chang, Jun-Xiong Chong, and Chiou-Ting Hsu, “Test-Time Adaptation
for Robust Face Anti-Spoofing,” in Proc.
BMVC, Aberdeen, Nov. 2023.
l Shu-Jung
Chang, Chen-Yu Lu, Pei-Kai Huang, and Chiou-Ting Hsu, “Single-Domain Generalization for
Semantic Segmentation via Dual-Level Domain Augmentation,” in Proc. ICIP, Kuala Lumpur, Oct 2023.
l Pei-Kai
Huang, Cheng-Hsuan Chiang, Jun-Xiong Chong, Tzu-Hsien Chen, Hui-Yu Ni, and
Chiou-Ting Hsu,
“LDCFormer: Incorporating Learnable Descriptive
Convolution to Vision Transformer for Face Anti-Spoofing,” in Proc. ICIP, Kuala Lumpur, Oct 2023.
l
Pei-Kai Huang,
Jun-Xiong Chong, Hui-Yu Ni, Tzu-Hsien Chen, and Chiou-Ting Hsu,
“Towards Diverse Liveness Feature Representation and Domain Expansion for
Cross-Domain Face Anti-Spoofing,” in Proc.
ICME, Brisbane, July 2023.
l
Wei-Hao Chung, Cheng-Ju Hsieh, Sheng-Hung Liu, and
Chiou-Ting Hsu, “Domain Generalized rPPG Network:
Disentangled Feature Learning with Domain Permutation and Domain Augmentation,”
in Proc. ACCV, Dec. 2022.
l
Pei-Kai Huang, HuiYu Ni,
Yan-Qin Ni, and Chiou-Ting Hsu, "Learnable Descriptive Convolutional
Network for Face Anti-Spoofing," in Proc.
BMVC 2022, London, Nov. 2022.
l
Yuan-Jhe Kuo, Cheng-Yu Yang,
and Chiou-Ting Hsu, "Towards Robust In-Domain and Out-of-Domain
Generalization: Contrastive Learning with Prototype Alignment and Collaborative
Attention," in Proc. BMVC 2022,
London, Nov. 2022.
l
Chenh-Ju Hsieh,
Wei-Hao Chung, and Chiou-Ting Hsu, “Augmentation of rPPG
Benchmark Datasets: Learning to Remove and Embed rPPG
Signals via Double Cycle Consistent Learning from Unpaired Facial Videos,” in
Proc. ECCV 2022, Tel Aviv, Israel, Oct. 2022.
l
Cheng-Yu Yang, Yuan-Jhe Kuo,
and Chiou-Ting Hsu, "Source Free Domain Adaptation for Semantic
Segmentation via Distribution Transfer and Adaptive Class-balanced
Self-training," in Proc. ICME 2022,
Taipei, July 2022.
l
Pei-Kai Huang, Chu-Ling Chang, HuiYu
Ni, and Chiou-Ting Hsu, "Learning to Augment Face Presentation Attack
Dataset via Disentangled Feature Learning from Limited Spoof Data," in Proc. ICME 2022, Taipei, July 2022.
l
Pei-Kai Huang, Ming-Chieh Chin,
and Chiou-Ting Hsu, "Face Anti-Spoofing via Robust Auxiliary Estimation
and Discriminative Feature Learning," in Proc. ACPR 2021, Nov.
2021.
l
Jui Chang, Yu-Ting Pang, and Chiou-Ting Hsu,
"Self-Regularized Progressive Learning for Unsupervised Domain Adaptation
on Semantic Segmentation," in Proc. ACPR 2021, Nov. 2021.
l
Yu-Ting Pang, Jui Chang, and Chiou-Ting Hsu,
"Self-Guided Adversarial Learning for Domain Adaptive Semantic
Segmentation," in Proc. ICIP 2021, Sep. 2021.
l
Yun-Yun Tsou, Yi-An Lee, and
Chiou-Ting Hsu, "Multi-Task Learning for Simultaneous Video Generation and
Remote Photoplethysmography Estimation," in Proc. ACCV 2020, Nov.
2020.
l
Yun-Yun Tsou, Yi-An Lee,
Chiou-Ting Hsu, and Shang-Hung Chang, "Siamese-rPPG
Network: Remote Photoplethysmography Signal Estimation from Face Videos,"
in Proc. ACM SAC 2020, Brno, Czech Republic, March, 2020.
l
Yujui Chen, Tse-Wei
Lin and Chiou-Ting Hsu, "Towards a Universal Appearance for Domain
Generalization via Adversarial Learning," in Proc. ACPR 2019, Auckland,
New Zealand, Nov. 2019.
l
Zhi-Kuan Wang, Ying
Kao, and Chiou-Ting Hsu, "Vision-Based Heart Rate Estimation via A
Two-Stream CNN," in Proc. ICIP 2019, Taipei, Taiwan, Sep.
2019.
l
Kai-Ya Wei and Chiou-Ting Hsu,
"Generative Adversarial Guided Learning for Domain Adaptation,"
in Proc. BMVC, Newcastle upon Tyne, Sep. 2018.
l
Shu-Hui Wang and Chiou-Ting Hsu, "AST-Net: An Attribute-Based
Siamese Temporal Network for Real-Time Emotion Recognition," in Proc.
BMVC, London, Sep. 2017.
l
Li-Hsien Lu and Chiou-Ting Hsu, "Semantic
Segmentation for Real-World Data by Jointly Exploiting Supervised and
Transferrable Knowledge," in Proc. BMVC, York, UK, Sep. 2016.
(poster)
l
Yi-Lei Chen and Chiou-Ting Hsu, "Towards Deep Style
Transfer: A Content-Aware Perspective," in Proc. BMVC, York,
UK, Sep. 2016.
l
Yi-Lei Chen and Chiou-Ting Hsu, "Revealing Smooth
Structure of Visual Data by Permutation on Manifolds," in Proc.
BMVC, Swansea, UK, Sep. 2015.
l
Chih-Hao Ma, Chiou-Ting Hsu, and Benoit Huet,
"Nonparametric Scene Parsing With Deep
Convolutional Features and Dense Alignment," in Proc. ICIP,
Quebec City, Canada, Sep. 2015.
l
Wei-Rong Sie and Chiou-Ting Hsu, "Alignment-Free
Exposure Fusion of Image Pairs," in Proc. ICIP, Paris, France,
Oct. 2014. (poster)
l
Yi-Lei Chen and Chiou-Ting Hsu, "Implicit
Rank-Sparsity Decomposition: Applications to Saliency/Co-Saliency
Detection," in Proc. ICPR, Stockholm, Sweden, Aug. 2014. (project)
l
Yi-Lei Chen and Chiou-Ting Hsu, "A Generalized
Low-Rank Appearance Model for Spatio-Temporally
Correlated Rain Streaks," in Proc. ICCV, Sydney, Australia,
Dec. 2013. (poster)
l
Yi-Lei Chen and Chiou-Ting Hsu, "What has been
Tampered? From a Sparse Manipulation Perspective," in Proc. MMSP,
Pula, Italy, Sep. 2013. (poster)
l
Yi-Shuan Lai, Yi-Lei Chen, and
Chiou-Ting Hsu, "Single Image Dehazing with Optimal Transmission
Map," in Proc. ICPR, Japan, Nov. 2012. (project)
l
Yi-Han Tu and Chiou-Ting Hsu, "Dual Subspace
Nonnegative Matrix Factorization for Person-Invariant Facial Expression
Recognition," in Proc. ICPR, Japan, Nov. 2012. (poster)
l
Marvin Huang, Chiou-Ting Hsu, and Kazuyuki Tanaka,
"Automatic Ridge Network Detection in Crumpled Paper Based on Graph
Density," in Proc. MMSP, Hangzhou, China, Oct. 2011. (poster)
l
Yi-Lei Chen and Chiou-Ting Hsu, "Time-Variant
Modeling For General Surface Appearance," in Proc.
ICIP, Brussels, Belgium, Sep. 2011.
l
Wan-Chien Chiou, Yi-Lei Chen
and Chiou-Ting Hsu, "Color Transfer for Complex Content Images Based on
Intrinsic Component," in Proc. MMSP 2010, Saint Malo, France,
Oct. 2010.
l
Wan-Chien Chiou and Chiou-Ting
Hsu, "Region-Based Color Transfer from Multi-Reference with
Graph-Theoretic Region Correspondence Estimation," in Proc. ICIP,
Cairo, Egypt, Nov. 2009.
l
Yi-Lei Chen and Chiou-Ting Hsu, "Detecting Doubly
Compressed Images Based on Quantization Noise Model and Image
Restoration," in Proc. MMSP, Rio de Janeiro, Brazil, Oct.
2009.
l
Chung-Chun Wang, Yi-Chueh Su,
Chiou-Ting Hsu, Chia-Wen Lin and H.Y. Mark Liao, "Bayesian Age Estimation
on Face Images," in Proc. ICME, New York, USA, June 2009.
l
Yi-Lei Chen and Chiou-Ting Hsu, "Image Tampering
Detection By Blocking Periodicity Analysis in JPEG
Compressed Images," in Proc. MMSP, Cairns, Australia, Oct.
2008.
l
Sz-Han Chen and
Chiou-Ting Hsu, "Source Camera Identification Based on Camera Gain
Histogram," in Proc. ICIP, San Antonio, Texas, USA, Sep. 2007.
l
Ying-Jia Yeh and Chiou-Ting Hsu, "Online Selection
of Tracking Features Using Adaboost," in Proc.
ICCCN, Honolulu, Hawaii, Aug. 2007.
l
Sheng-Yan Yang and Chiou-Ting Hsu, "Background
Modeling from GMM Likelihood Combined with Spatial and Color Coherency,"
in Proc. ICIP, Atlanta, Georgia, USA, Oct. 2006.
l
Jia-Wen Tung and Chiou-Ting Hsu, "Learning Hidden
Semantic Cues Using Support Vector Clustering," in Proc. ICIP,
Genova, Italy, Sep. 2005.
l
Chuech-Yu Li and
Chiou-Ting Hsu, "Soft Region Correspondence Estimation for Graph-Theoretic
Image Retrieval Using Quadratic Programming Approach," in Proc.
ICME, Amsterdam, Netherlands, July 2005.
l
Chuech-Yu Li and
Chiou-Ting Hsu, "Region Correspondence for Image Retrieval Using
Graph-Theoretic Approach and Maximum Likelihood Estimation," in Proc.
ICIP, Singapore, Oct. 2004.
l
Chuech-Yu Li,
Ming-Chou Shih, and Chiou-Ting Hsu, "Image Retrieval with Relevance
Feedback Based on Graph-Theoretic Region Correspondence Estimation,"
in Proc. ICPR, Cambridge, UK, Aug. 2004.
l
Chiou-Ting Hsu and Ching-Wei Lee, "Statistical
Motion Characterization for Video Content Classification," in Proc.
ICME, Taipei, Taiwan, June 2004.
l
Chiou-Ting Hsu and Ming-Shen Hsieh, "Segmentation of
Non-Rigid Object in a Non-Parametric MAP Framework," in Proc. ICIP,
Barcelona, Spain, Sep. 2003.
l
Chih-Chieh Cheng and Chiou-Ting
Hsu, "Content-Based Audio Classification with Generalized Ellipsoid
Distance," in Proc. PCM, Hsinchu, Taiwan, Dec. 2002.
l
Chiou-Ting Hsu and Ming-Chou Shih, "Content-Based
Image Retrieval by Interest Points Matching and Geometric Hashing,"
in Proc. SPIE Photonics Asia Conference, vol. 4925, pp.
80-90, Shanghai, China, Oct. 2002.
l
Chiou-Ting Hsu and Shang-Ju Teng, "Motion Trajectory
Based Video Indexing and Retrieval," in Proc. ICIP, Rochester,
New York, USA, Sep. 2002, pp. 605-608.
l
Chiou-Ting Hsu and Yu-Chun Tsan,
"Mosaics of Video Sequences with Moving Objects," in Proc.
ICIP, Thessaloniki, Greece, Oct. 2001, pp387-390.
l
Chiou-Ting Hsu, Ya-Ting Wu, and
Arbee L. P. Chen, "Content-Based Image Retrieval
by Feature Point Matching," in Proc. SPIE Conference on Storage
and Retrieval for Media Databases, San Jose, USA, 2001.
l
Chiou-Ting Hsu, Tzu-Hung Cheng, Rob A. Beuker and Jyh-Kuen Horng, "Feature-Based Video Mosaic," in Proc.
ICIP, vol. II, pp. 887-890, Vancouver, Canada, Sept. 2000.
l
Chiou-Ting Hsu and Rob A. Beuker,
"Multiresolution Feature-Based Image Registration," in Visual
Communications and Image Processing 2000, Proc. of SPIE, vol.
4067, pp. 1490-1498, Perth, Australia, June 20-23, 2000.
l
Chiou-Ting Hsu and Ja-Ling Wu, "Multiresolution
Watermarking for Videos," in Proc. TJCOM, Jan. 1998, Hsinchu,
Taiwan.
l
Chun-Hung Lin, Ja-Ling Wu, Chiou-Ting Hsu and Yuh-Ming Huang, "Genetic Algorithm in Pattern Matching
Problem of Video Coding," in Proc. TJCOM, Jan. 1998, Hsinchu,
Taiwan.
l
Chiou-Ting Hsu and Ja-Ling Wu, "Energy Compaction
Capability of DCT and DHT with CT Image Constraints," in Proc. DSP,
July 1997, pp. 345-348, Santorini, Greece.
l
Chiou-Ting Hsu and Ja-Ling Wu, "Digital Watermarking
for Video," in Proc. DSP, July 1997, pp. 217-220, Santorini,
Greece.
l
Chiou-Ting Hsu and Ja-Ling Wu, "Hidden Signatures in
Images," in Proc. ICIP, vol. III, September 1996, pp.223-226,
Switzerland.
l
Chiou-Ting Hsu and Ja-Ling Wu, "Multiresolution
Mosaic," in Proc. ICIP,
vol. III, September 1996, pp.743-746, Switzerland.
Technical Report
l
Chiou-Ting Hsu and Rob A. Beuker,
"Planar Image Registration using Feature Point Extraction," Philips
Innovation Center Taipei Internal Report TR 98/2, Dec. 1998,
Philips Research.