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 2000Proc. 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.