人工智慧系統實驗室

科技的力量源於無限想像！人工智慧一直以來都是最引人入勝的領域，現已不僅存於科幻小說中。所有努力的目的在於減少解決問題時的疲憊，讓人工智慧能夠擔負更多工作。人工智慧系統實驗室的目標是開發更智慧、更貼近人類的人工智慧系統，以滿足各種應用情境的需求。

實驗室的研究方向包括人工智慧2.0、生成式人工智慧（生成預訓練模型GPT）、自監督深度學習、多媒體（數位影像）處理與資訊安全。進行中的研究專案包括「基於多參考指標的高效自監督深度學習方法合成」與「用於深偽檢測的自適應盲水印技術」

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徐鈴淵

 

職稱： 副教授

研究專長： 人工智慧

電子郵件： lyhsu@niu.edu.tw

聯絡電話： 039317380 ext.

 

 

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成員

賴清德

111研究生

王筱甯

112研究生

詹以勒 吳芊華 尤睿晨 左承勳 張基旺

112專題生

吳奕璇 李采薰 蘇家怡 謝采倫 黃怡瑄

113專題生

研究計劃

浮水印技術在深偽檢測中的應用研究(國家科學及技術委員會)

2025-08-01～2026-07-31

基於四元數離散餘弦轉換之人工智慧盲彩色影像浮水印技術(科技部)

2021/08/01～2022/10/31

矩陣分解應用於影像浮水印之研究(科技部)

2020/08/01～2021/10/31

基於矩陣分解之盲彩色影像浮水印技術(科技部)

2019/08/01～2020/10/31

盲浮水印結合多層次美學QR碼之研究(科技部)

2018/08/01～2019/10/31

基於四元數傅利葉變換和優化演算法之彩色影像浮水印技術(科技部)

2017/08/01～2018/12/31

以棋盤區塊式策略達成強健之影像盲浮水印(科技部)

2016/08/01～2017/12/31

藉由跨區塊預測能力改進影像盲浮水印效能(科技部)

2015/08/01～2016/10/31

期刊論文 (Journal Papers)

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  1. Hsu Ling-Yuan, , (2024) "AI-assisted deepfake detection using adaptive blind image watermarking, Journal of Visual Communication and Image Representation, Volume(100), p104094~0.
  2. Hwai-Tsu Hu, Shyi-Tsong Wu, (2023) "Blind Watermarking for Hiding Color Images in Color Images with Super-Resolution Enhancement., Computers and Electrical Engineering, Volume(23), p370~317.
  3. Hwai-Tsu Hu, , (2023) "Blind color image watermarking incorporating a residual network for watermark denoising and super-resolution reconstruction., Soft Computing, Volume(27), p917~934.
  4. Ling-Yuan Hsu, Hwai-Tsu Hu, and Hsien-Hsin Chou, (2022) "A high capacity QRD-based blind color image watermarking algorithm with incorporated AI technologies., Expert Systems with Applications, Volume(199), p117134~0.
  5. Hwai-Tsu Hu, Tung-Tsun Lee, (2022) "All-round improvement in DCT-based blind image watermarking with visual enhancement via denoising autoencoder., Computers and Electrical Engineering, Volume(100), p107845~0.
  6. Ling-Yuan Hsu, Hwai-Tsu Hu, (2021) "QDCT-Based Blind Color Image Watermarking With Aid of GWO and DnCNN for Performance Improvement., IEEE Access, Volume(9), p155138~155152.
  7. Ling-Yuan Hsu, Hwai-Tsu Hu, (2020) "Blind watermarking for color images using EMMQ based on QDFT, Expert Systems with Applications, Volume(149), p113225~0.
  8. Hwai-Tsu Hu, Hsien-Hsin Chou, (2020) "An improved SVD-based blind color image watermarking algorithm with mixed modulation incorporated., Information Sciences, Volume(519), p161~182.
  9. Ling-Yuan Hsu, Hwai-Tsu Hu, (2019) "A Reinforced Blind Color Image Watermarking Scheme Based on Schur Decomposition., IEEE Access, Volume(7), p107438~107452.
  10. Hwai-Tsu Hu, Jieh-Ren Chang, (2017) "Windowed and distortion-compensated vector modulation for blind audio watermarking in DWT domain., Multimedia Tools and Applications, Volume(76), p26723~26743.
  11. Ling-Yuan Hsu (2024, Jan). AI-assisted Deepfake Detection Using Adaptive Blind Image Watermarking. Journal of Visual Communication and Image Representation. Volume 100, 104094. [2023 Impact Factor = 2.6].
  12. Ling-Yuan Hsu*, Hwai-Tsu Hu, and Hsien-Hsin Chou (2022, Aug). A high capacity QRD-based blind color image watermarking algorithm with incorporated AI technologies. Expert Systems with Applications. Volume 199, 117134. [2021 Impact Factor = 8.665].
  13. Hwai-Tsu Hu*, Ling-Yuan Hsu, Tung-Tsun Lee (2022, May). All-round improvement in DCT-based blind image watermarking with visual enhancement via denoising autoencoder. Computers and Electrical Engineering, Volume 100, 107845. [2021 Impact Factor = 4.152].
  14. Ling-Yuan Hsu and Hwai-Tsu Hu* (2021, Dec). QDCT-Based Blind Color Image Watermarking With Aid of GWO and DnCNN for Performance Improvement. IEEE Access, Vol(9), 155138-155152. [2021 Impact Factor = 3.476].
  15. Ling-Yuan Hsu* and Hwai-Tsu Hu (2020, Jul). Blind watermarking for color images using EMMQ based on QDFT. Expert Systems with Applications, Vol(149), 113225. [2021 Impact Factor = 8.665].
  16. Hwai-Tsu Hu, Ling-Yuan Hsu*, and Hsien-Hsin Chou (2020, May). An improved SVD-based blind color image watermarking algorithm with mixed modulation incorporated. Information Sciences Vol(519), 161-182. [2021 Impact Factor = 8.233].
  17. Ling-Yuan Hsu and Hwai-Tsu Hu* (2019, Jul). A Reinforced Blind Color Image Watermarking Scheme Based on Schur Decomposition. IEEE Access, Vol(7), 107438-107452. [2021 Impact Factor = 3.476].
  18. Hwai-Tsu Hu*, Jieh-Ren Chang, and Ling-Yuan Hsu (2017, Dec). Windowed and distortion-compensated vector modulation for blind audio watermarking in DWT domain. Multimedia Tools and Applications, 76(24), 26723-26743. [2021 Impact Factor = 2.577].
  19. Hwai-Tsu Hu*, Szu-Hong Chen, and Ling-Yuan Hsu (2017, Aug). Improving DWT-DCT-Based Blind Audio Watermarking Using Perceptually Energy-Compensated QIM. Journal of Computers, 28(4), 63-73. (EI).
  20. Ling-Yuan Hsu* and Hwai-Tsu Hu (2017, Jul). Robust blind image watermarking using crisscross inter-block prediction in the DCT domain. Journal of Visual Communication and Image Representation, 46, 33-47. [2021 Impact Factor = 2.887].
  21. Hwai-Tsu Hu*, Shiow-Jyu Lin, and Ling-Yuan Hsu (2017, May). Effective blind speech watermarking via adaptive mean modulation and package synchronization in DWT domain. Eurasip Journal on Audio Speech and Music Processing, 10, 1-14. [2021 Impact Factor = 2.114].
  22. Hwai-Tsu Hu* and Ling-Yuan Hsu (2017, May). Supplementary Schemes to Enhance the Performance of DWT-RDM-Based Blind Audio Watermarking. Circuits, Systems, and Signal Processing, 36(5), 1890-1911. [2021 Impact Factor = 2.311].
  23. Hwai-Tsu Hu* and Ling-Yuan Hsu (2017, May). Incorporating Spectral Shaping Filtering into DWT-Based Vector Modulation to Improve Blind Audio Watermarking. Wireless Personal Communications, 94(2), 221-240. [2021 Impact Factor = 2.017].
  24. Hwai-Tsu Hu* and Ling-Yuan Hsu (2017, Mar). Collective blind image watermarking in DWT-DCT domain with adaptive embedding strength governed by quality metrics. Multimedia Tools and Applications, 76(5), 6575-6594. [2021 Impact Factor = 2.577].
  25. Hwai-Tsu Hu*, Jieh-Ren Chang, and Ling-Yuan Hsu (2016, Oct). Robust blind image watermarking by modulating the mean of partly sign-altered DCT coefficients guided by human visual perception. AEU - International Journal of Electronics and Communications, 70(10), 1374-1381. [2021 Impact Factor = 3.169].
  26. Hwai-Tsu Hu* and Ling-Yuan Hsu (2016, Feb). A mixed modulation scheme for blind image watermarking. AEU - International Journal of Electronics and Communications, 70(2), 172-178. [2021 Impact Factor = 3.169]
  27. Hwai-Tsu Hu* and Ling-Yuan Hsu (2016, Jan). A DWT-Based Rational Dither Modulation Scheme for Effective Blind Audio Watermarking. Circuits, Systems, and Signal Processing, 35(2), 553–572. [2021 Impact Factor = 2.311].
  28. Hwai-Tsu Hu* and Ling-Yuan Hsu (2015, Dec). Robust glottal closure instant detection by jointly exploiting stationary wavelet transform and harmonic superposition. International Journal of Speech Technology, 18(4), 685-695. (EI).
  29. Ling-Yuan Hsu and Hwai-Tsu Hu* (2015, Oct). Blind image watermarking via exploitation of inter-block prediction and visibility threshold in DCT domain. Journal of Visual Communication and Image Representation, 32, 130-143. [2021 Impact Factor = 2.887].
  30. Hsien-Hsin Chou, Ling-Yuan Hsu*, and Hwai-Tsu Hu (2015, Jul). Multi-level adaptive switching filters for highly corrupted images. Journal of Visual Communication and Image Representation, 30, 363-375. [2021 Impact Factor = 2.887].
  31. Hwai-Tsu Hu* and Ling-Yuan Hsu (2015, Apr). Robust, transparent and high capacity audio watermarking in DCT domain. Signal Processing, Vol(109), 226-235. [2021 Impact Factor = 4.729].
  32. Hsien-Hsin Chou and Ling-Yuan Hsu* (2015, Jan). A noise-ranking switching filter for images with general fixed-value impulse noises. Signal Processing, Vol(106), 198-208. [2021 Impact Factor = 4.729].
  33. Hwai-Tsu Hu* and Ling-Yuan Hsu (2015, Jan). Exploring DWT–SVD–DCT feature parameters for robust multiple watermarking against JPEG andJPEG2000 compression. Computers & Electrical Engineering, Vol(41), 52-63. [2021 Impact Factor = 4.152].
  34. Hwai-Tsu Hu*, Ling-Yuan Hsu, and Hsien-Hsin Chou (2014, Dec). Perceptual based DWPT-DCT framework for selective blind audio watermarking. Signal Processing, Vol(105), 316-327. [2021 Impact Factor = 4.729].
  35. Hwai-Tsu Hu*, Ling-Yuan Hsu, and Hsien-Hsin Chou (2014, Aug). Variable dimensional vector modulation for perceptual-based DWT blind audio watermarking with adjustable payload capacity. Digital Signal Processing, Vol(31), p115-123. [2021 Impact Factor = 2.920].
  36. Hwai-Tsu Hu*, Hsien-Hsin Chou, and Ling-Yuan Hsu (2014, Jul). The Use of Highpass Filtered Time-Spread Echo for Pitch Scaling Detection. IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences, Vol.E97-A(7) pp.1623-1626. [2021 Impact Factor = 0.423].
  37. Hwai-Tsu Hu*, Hsien-Hsin Chou, Chu Yu, and Ling-Yuan Hsu (2014, Jan). Incorporation of Perceptually Adaptive QIM with Singular Value Decomposition for Blind Audio Watermarking. EURASIP Journal on Advances in Signal Processing, pp. 14. [2021 Impact Factor = 1.759].
  38. Shi-Jinn Horng*, Ling-Yuan Hsu, Tianrui Li, Shaojie Qiao, Xun Gong, Hsien-Hsin Chou, Muhammad Khurram Khan (2013, Oct). Using Sorted Switching Median Filter to remove high-density impulse noises . Journal of Visual Communication and Image Representation, 24(7), 956-967. [2021 Impact Factor = 2.887].
  39. Hsien-Hsin Chou*, Ling-Yuan Hsu, and Hwai-Tsu Hu (2013, Feb). Turbulent-PSO-Based Fuzzy Image Filter With No-Reference Measures for High-Density Impulse Noise. IEEE Transactions on Cybernetics, 43(1), 296-307. [2021 Impact Factor = 19.118].
  40. Ling-Yuan Hsu, Shi-Jinn Horng*, Mingxing He, Pingzhi Fan, Tzong-Wann Kao, Muhammad Khurram Khan, Ray-Shine Run, Jui-Lin Lai, Rong-Jian Chen (2011, Jun). Mutual funds trading strategy based on particle swarm optimization. Expert Systems with Applications, 38(6), 7582-7602. [2021 Impact Factor = 8.665].
  41. Ling-Yuan Hsu, Shi-Jinn Horng*, Pingzhi Fan, Muhammad Khurram Khan, Yuh-Rau Wangd, Ray-Shine Run, Jui-Lin Lai, and Rong-Jian Chen (2011, Apr). MTPSO algorithm for solving planar graph coloring problem. Expert Systems with Applications, 37(4), 2756-2770. [2021 Impact Factor = 8.665].
  42. Ling-Yuan Hsu, Shi-Jinn Horng*, Pingzhi Fan, Muhammad Khurram Khan, Yuh-Rau Wangd, Ray-Shine Run, Jui-Lin Lai, and Rong-Jian Chen (2010, Apr). Temperature prediction and TAIFEX forecasting based on fuzzy relationships and MTPSO techniques. Expert Systems with Applications, 38(5), 5525-5531. [2021 Impact Factor = 8.665].

會議論文 (Conference Papers)

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  1. Ling-Yuan Hsu, Shang-Ta Chia, and Hsien-Hsin Chou, "A blind robust QR Code Watermarking Approach Based on DCT," in 2019 The 4th International Conference on Control, Robotics and Cybernetics (CRC2019), 2019, pp. 1-8, Tokyo, Japan.
  2. Ling-Yuan Hsu, Shang-Ta Chia, and Hsien-Hsin Chou, "FPGA Implementation of Directional Peer-Group Image Filter," in 2019 15th International Conference on Natural Computation, Fuzzy Systems and Knowledge Discovery (ICNC-FSKD 2019), November 2019, pp. 720-727, Kummin, China.
  3. 徐鈴淵*，建置高效率之校園資訊分類APP系統，2019醫護與健康科技研討會，2019/5，台灣宜蘭。
  4. Ling-Yuan Hsu*, Hwai-Tsu Hu, and Yun-Hsiang Chang, "An Improvement of Embedding Color Watermarks in Color Images Based on Schur Decomposition," in 2018 41st International Conference on Telecommunications and Signal Processing (TSP), August 2018, pp. 241-244, Athens, Greece.
  5. Hwai-Tsu Hu, Ling-Yuan Hsu, and Yun-Hsiang Chang, "An Effective Correlation Formula for Enhancing the Detectability of Spread Spectrum-based Watermarking," in 2018 41st International Conference on Telecommunications and Signal Processing (TSP), August 2018, pp. 92-95, Athens, Greece.
  6. 徐鈴淵*，建置校園即時訊息APP系統，2018醫護與健康科技研討會，2018/7，台灣宜蘭。
  7. Ling-Yuan Hsu*, Hwai-Tsu Hu and Hsien-Hsin Chou, “Novel blind image watermarking via exploitation of interval location block with support vector regression and just-noticeable difference” in 2017 Tokyo International Conference on Engineering, Science, and Applications, 16-18 August, 2017, Tokyo, Japan.
  8. Ling-Yuan Hsu*, Hsien-Hsin Chou and Tung-Tsun Lee, “Directional 3D Peer-Group Filter For Color Image With Random Impulse Noise” in The 2nd International Conference on Computer Science and Technology [CST2017], 26-28 May 2017, pp. 171-177, Guilin, China.
  9. Ling-Yuan Hsu, Hwai-Tsu Hu and Hsien-Hsin Chou, “An effective blind image watermarking based on inter-blocks estimation and quantization index modulation” in 12th International Conference on Natural Computation, Fuzzy Systems and Knowledge Discovery (ICNC-FSKD 2016), 13-15 August, 2016, pp. 1980 – 1985, Changsha, China.
  10. 徐鈴淵*、林美好、薛曼娜、胡王杰、賴承宏、曾媺芳、彭瀅軒，建置行動裝置醫護英文App系統，2016醫護與健康科技研討會，2016/7，台灣宜蘭。
  11. 徐鈴淵*、林雅婷、薛曼娜、劉建緯、林雪貴，護理科實習資料回傳系統設計與建置，2015醫護與健康科技研討會，2015/6，台灣宜蘭。
  12. Hwai-Tsu Hu*, Ling-Yuan Hsu, Sheng-Yu-Lai, Yu-Jung Chang, “The Use of Spectral Shaping to Extend the Capacity for DWT-Based Blind Audio Watermarking”, 2015 5th International Conference on IT Convergence and Security (ICITCS), pp.1–5, 2015/8, Kuala Lumpur, Malaysia.
  13. 徐鈴淵*、劉建緯、林祐賢、游欣穎、黃宇吟、陳瑞祥、劉冠吟，醫護資訊應用平台設計與建置，2015醫護與健康科技研討會，2015/6，台灣宜蘭。
  14. 徐鈴淵*、胡懷祖、張寶榮，“利用類神經網路之跨區塊預測能力改進影像盲浮水印效能” ，2014民生電子研討會(WCE2014) ，2014/11，台灣台中。
  15. Hsien-Hsin Chou, Ling-Yuan Hsu*, Chin-Ping Chou，“Detail-Preserving Improvements in the ASMFfor Extremely Corrupted Images”，2014民生電子研討會(WCE2014)，2014/11，台灣台中。
  16. Hwai-Tsu Hu, Szu-Hong Chen, Ling-Yuan Hsu, “Incorporation of Perceptually Energy-Compensated QIM into DWT-DCT Based Blind Audio Watermarking”, 2014 Tenth International Conference on Intelligent Information Hiding and Multimedia Signal Processing (IIH-MSP), p.748–752, 2014/8, Kitakyushu, Japan.
  17. 辜慶軒、胡懷祖、徐鈴淵, “An image watermarking technique developed on the DWT-SVD-DCT domain”, 資訊科技國際期刊 8(1), p.86-91, 2014/06，台灣台中。
  18. 吳明洋、徐鈴淵*、劉建緯、薛筠儒、曾薏芯、賴君媛、張書軒，”圖書館網站管理系統規劃與設計”，2014醫護與健康科技研討會，2014/6，台灣宜蘭。
  19. 潘姵羽、徐鈴淵*、盧並裕、周祐陞、謝志旻、曾國瑋，”舒壓樂活網”，2014醫護與健康科技研討會，2014/6，台灣宜蘭。
  20. Bing-Yuh Lu, Ling-Yuan Hsu, Huey-Dong Wu, Meng-Lun Hsueh, San-San Sing, Rui-Han Tang, Mei-Ju Su, Jhen-Cheng Wang, Jin-Shin Lai Shin Lai, “Real-time mobile-to-mobile stethoscope for distant healthcare”, 2014 16th International Conference on Advanced Communication Technology (ICACT), p.151 – 156, 2014/2, Pyeongchang, South Korea.
  21. Bing-Yuh Lu, Li-Man Tseng, Ling-Yuan Hsu, Yu-Lin Weng, Shr-Hong Tang, Man-Na Hsueh, Huey-Dong Wu, Jin-Shin Lai, “Filtering Performance of Reducing the Sampling Rate of Sound Card Perspectives on Different Signal-to-Noise Ratios”, 2014 16th International Conference on Advanced Communication Technology (ICACT), p.395 – 401, 2014/2, Pyeongchang, South Korea.
  22. Ling-Yuan Hsu*, Tzong-Wann Kao, “Particle Swarm Optimization Applied to the Forecasting Problem.”, 2013 Workshop on Consumer Electronics, 2013/11, Ilan, Taiwan.
  23. Ling-Yuan Hsu, Shi-Jinn Horng, Pingzhi Fan, Hsien-Hsin Chou, Xian Wang, Minyi Guo, “Adaptive Non-Local Means for Image Denoising using Turbulent PSO with No-Reference Measures.”, International Symposium on Biometrics and Security Technologies, 2013/07, Chengdu, China.
  24. 林佩萱、徐鈴淵*、楊子瑩、李庭慈、洪志瑋、劉怡伶，”居家照護關懷網”，2013年醫護與健康科技研討會，2013/05，台灣宜蘭。
  25. 徐鈴淵*、吳思誼、盛鈺宜、羅瑜瑄、黃郁婷，”聖母新鮮事”，2013年醫護與健康科技研討會，2013/05，台灣宜蘭。