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專任教授


姓名

葉家宏

職稱

特聘教授

02-7749-3545

chyeh@ntnu.edu.tw

個人網站

研究專長

三維重建、深度學習、大數據分析、視訊通訊、影像處理

研究成果

著作

  1. 2014. 碩亞數碼科技有限公司. Intel(R) Atom(TM)平臺之嵌入式系統開發與應用實例. 第八章、雨消霧散 - 車用視訊除雨霧系統.
  2. 2011. IGI Global. Intelligent Multimedia Databases and Information Retrieval: Advancing Applications and Technologies. Extracting sport videos semantics: research issues and applications.
  3. 2005. World Scientific Publishing Company. Handbook of Pattern Recognition and Computer Vision 3th Edition Version. Content-based video analysis for knowledge discovery.

  1. 2019. IEEE Transactions on Circuits & Systems for Video Technology. Visual-quality guided global backlight dimming for video display on mobile devices.
  2. 2019. Multimedia Tools and Applications. Efficient inter-prediction depth coding algorithm based on depth map segmentation for 3D-HEVC.
  3. 2019. Sensors. Machine learning for long cycle maintenance prediction of wind turbine.
  4. 2019. IEEE Transactions on Image Processing. Multi-scale deep residual learning-based single image haze removal via image decomposition.
  5. 2019. Journal of Visual Communication and Image Representation. Fast prediction for quality scalability of high efficiency video coding scalable extension.
  6. 2019. IEEE Transactions on Industrial Electronics. Visual-attention-based pixel dimming technique for OLED display on mobile devices.
  7. 2019. IEEE Access. Acceleration for HEVC encoder by bimodal segmentation of rate-distortion cost and accurate determination of early termination and early split.
  8. 2018. Journal of Visual Communication and Image Representation. Coding unit complexity-based predictions of coding unit depth and prediction unit mode for efficient HEVC-to-SHVC transcoding with quality scalability.
  9. 2018. Journal of Ophthalmology. Transforming retinal photographs to entropy images in deep learning to improve automated detection for diabetic retinopathy.
  10. 2018. Multimedia Tools and Applications. Rain streak removal based on non-negative matrix factorization.
  11. 2018. EURASIP Journal on Image and Video Processing. Fast inter-prediction algorithm based on motion vector information for high efficiency video coding.
  12. 2018. IEEE Access. HEVC intra frame coding based on convolutional neural network.
  13. 2018. IEEE Transactions on Industrial Informatics. Efficient CU and PU decision based on motion information for inter-prediction of HEVC.
  14. 2017. IEEE Transactions on Broadcasting. A fast HEVC encoding method using depth information of collocated CUs and RD cost characteristics of PU modes.
  15. 2017. Journal of Internet Technology. RGB-D abandoned object detection based on GrabCut using Kinect.
  16. 2017. IEEE Transactions on Industrial Electronics. Three-pronged compensation and hysteresis thresholding for moving object detection in real-time video surveillance.
  17. 2017. Multimedia Tools and Applications. Moving object detection in the encrypted domain.
  18. 2016. Journal of Visual Communication and Image Representation. Secure multicasting of images via joint privacy-preserving fingerprinting, decryption, and authentication.
  19. 2016. Journal of Information Science and Engineering. Fast mode decision algorithm for scalable video coding based on probabilistic models.
  20. 2016. Multimedia Tools and Applications. A gender classification scheme based on multi-region feature extraction and information fusion for unconstrained images.
  21. 2016. Journal of Visual Communication and Image Representation. Robust techniques for abandoned and removed object detection based on Markov random field.
  22. 2015. IEEE Transactions on Multimedia. Predictive texture synthesis-based intra coding scheme for advanced video coding.
  23. 2015. Mathematical Problems in Engineering. 3D Reconstruction from IR thermal images and re-projective evaluations.
  24. 2015. IEEE Transactions on Multimedia. Learning-based joint super-resolution and deblocking for a highly compressed image.
  25. 2015. Journal of Visual Communication and Image Representation. A new intra prediction with adaptive template matching through finite state machine.
  26. 2015. IEEE Transactions on Industrial Informatics. Robust laser speckle authentication system through data mining techniques.
  27. 2015. Information Sciences. Inter-embedding error-resilient mechanism in scalable video coding.
  28. 2015. International Journal of Imaging Systems and Technology. Performance improvement of multi-view video coding based on geometric prediction and human visual system.
  29. 2014. Multimedia Tools and Applications. Popular music representation: chorus detection and emotion recognition.
  30. 2014. Journal of Visual Communication and Image Representation. Self-learning-based post-processing for image/video deblocking via sparse representation.
  31. 2014. Signal Processing: Image Communication. Efficient multi-view video coding using inter-view information.
  32. 2014. Information Sciences. Real-time background modeling based on a multi-level texture description.
  33. 2014. Signal Processing. Reversible joint fingerprinting and decryption based on side match vector quantization.
  34. 2014. IEEE Transactions on Industrial Informatics. Fast mode decision algorithm through inter-view rate-distortion prediction for multiview video coding system.
  35. 2013. IEEE Transactions on Broadcasting. Temporal video transcoding based on frame complexity analysis for mobile video communication.
  36. 2013. Optics Express. Haze effect removal from image via haze density estimation in optical model.
  37. 2013. ETRI Journal. Computation controllable mode decision and motion estimation for scalable video coding.
  38. 2012. Journal of Visual Communication and Image Representation. Mode decision acceleration for scalable video coding through coded block pattern.
  39. 2012. Optics Express. Robust laser speckle recognition system for authenticity identification.
  40. 2012. EURASIP Journal on Advances in Signal Processing. Mode decision acceleration for H.264/AVC to SVC temporal video transcoding.
  41. 2012. IET Image Processing. Post-processing deblocking filter algorithm for various video decoders.
  42. 2012. Optical Engineering. Motion vector composition through Lagrangian optimization for arbitrary frame-size video transcoding.
  43. 2012. EURASIP Journal on Advances in Signal Processing. A deblocking algorithm based on color psychology for display quality enhancement.
  44. 2011. IEEE Transactions on Consumer Electronics. Computation-scalable algorithm for scalable video coding.
  45. 2010. IEEE Transactions on Circuits and Systems for Video Technology. Fast mode decision algorithm for scalable video coding using Bayesian theorem detection and Markov process.
  46. 2010. IEEE Transactions on Circuits and Systems for Video Technology. Prediction error prioritizing strategy for fast normalized partial distortion motion estimation algorithm.
  47. 2009. IEEE Transactions on Broadcasting. Arbitrary frame rate transcoding through temporal and spatial complexity.
  48. 2009. IEEE Transactions on Circuits and Systems for Video Technology. Robust region-of-interest determination based on user attention model through visual rhythm analysis.
  49. 2009. Optical Engineering. Image authentication with tampering localization based on watermark embedding in Wavelet domain.
  50. 2008. Signal Processing-Image Communication. Region-of-Interest video coding based on rate and distortion variations for H.263+.
  51. 2006. IEEE Signal Processing Magazine. Techniques for movie content analysis and skimming.
  52. 2005. EURASIP Journal on Applied Signal Processing. Robust vehicle and traffic information extraction for highway surveillance.
  53. 2003. IEEE Transactions on Multimedia. Iteration-free clustering algorithm for nonstationary image database.
  54. 2002. Applied Optics. Design of cascaded phase keys for a hierarchical security system.
  55. 2001. Applied Optics. Diffractive optical element designed by use of an irregular etching-depth sequence.
  56. 2000. IEEE Transactions on Circuits and Systems for Video Technology. Polynomial search algorithms for motion estimation.

  1. 3D reconstruction using HDR-based SLAM. 2019/11/18. Asia-Pacific Signal and Information Processing Association.
  2. Learning Depth from monocular sequence with convolutional LSTM network. 2019/09/05. International Conference on Network-Based Information Systems.
  3. Deep learning underwater image color correction and contrast enhancement based on hue preservation. 2019/04/16. IEEE Symposium on Underwater Technology.
  4. Deep multi-scale residual learning-based blocking artifacts reduction for compressed images. 2019/03/18. IEEE International Conference on Artificial Intelligence Circuits and Systems.
  5. Single image dehazing via deep learning-based image restoration. 2018/11/12. Asia-Pacific Signal and Information Processing Association.
  6. Acceleration of depth intra coding for 3D-HEVC by efficient early termination algorithm. 2018/10/26. IEEE Asia Pacific Conference on Circuits and Systems.
  7. An improvement of machinery detection for any diabetic retinopathy by pre-processing retinal photographs to entropy images in deep learning. 2018/02/08. Asia-Pacific Academy of Ophthalmology.
  8. Efficient CTU-based intra frame coding for HEVC based on deep learning. 2017/12/12. Asia-Pacific Signal and Information Processing Association.
  9. Efficient HEVC Intra Frame Coding Based On Convolutional Neural Network. 2017/08/21. Computer Vision, Graphic and Image Processing.
  10. Robust OLED displays dimming algorithm based on visual perceptual analysis techniques. 2017/06/12. International Conference On Consumer Electronics - Taiwan.
  11. Rating Realism Assessment for Computer Generated Imagery. 2017/06/12. International Conference On Consumer Electronics - Taiwan.
  12. Moving Object Detection Based on Image Bit-Planes and Co-Occurrence Matrix in Video Surveillance. 2017/06/12. International Conference On Consumer Electronics - Taiwan.
  13. Orthogonal-matching-pursuit based residual coding with content adaptive dictionary in HEVC. 2016/12/15. International Computer Symposium.
  14. 應用於椎弓根螺釘導版之安全性椎節特徵點自動擷取. 2016/10/19. 臺灣網際網路研討會.
  15. An IC package crack detection technique via pattern recognition. 2016/10/19. Taiwan Academic Network Conference.
  16. A high-efficiency dynamic backlight dimming algorithm based on visual content analysis. 2016/10/11. IEEE Global Conference on Consumer Electronics.
  17. A dynamic backlight dimming algorithm based on the distribution analysis of high brightness pixels. 2016/08/15. Computer Vision, Graphic and Image Processing.
  18. A rehabilitation guidance system based on Microsoft Kinect. 2016/08/15. IEEE International Conference on Ubi-Media Computing.
  19. 惡意郵件過濾於巨量資料分析平台之應用. 2016/07/07. 雲端計算與大數據研討會.
  20. 3D feature extraction of vertebrae for secure transpedicular drill guide. 2016/05/27. IEEE International Conference on Consumer Electronics.
  21. An automatic IC package crack detection system based on computer vision. 2016/05/20. Conference on Information Technology and Applications in Outlying Islands.
  22. Two-stage tensor locality-preserving projection face recognition. 2016/04/20. IEEE International Conference on Multimedia Big Data.
  23. Optimal frame level bit allocation based on game theory for HEVC. 2016/01/06. International Workshop on Advanced Image Technology.
  24. Performance enhancement of high efficiency video coding with Coding Unit Complexity. 2016/01/06. International Workshop on Advanced Image Technology.
  25. Cluster-based saliency-guided seam carving for image retargeting. 2016/01/06. International Workshop on Advanced Image Technology.
  26. Power saving on mobile devices through content-aware backlight control. 2015/12/16. Asia-Pacific Signal and Information Processing Association Annual Summit and Conference.
  27. 巨量資料在電力事業的應用研究. 2015/12/12. 2015中華民國第36屆電力工程研討會.
  28. 高精度流體特效模擬研究探析. 2015/10/16. 台灣數位媒體設計國際研討會.
  29. Optimal LCU level bit allocation based on game theory for HEVC rate control. 2015/10/08. International Workshop on Advanced Image Technology.
  30. Content-aware image retargeting for image display on foldable mobile devices. 2015/08/17. International Conference on Mobile Systems and Pervasive Computing.
  31. Specific-purpose object detection with energy-based model. 2015/08/17. Computer Vision, Graphic and Image Processing.
  32. 場域之3D重建與智慧安全監控. 2015/06/26. 數位生活科技研討會.
  33. Single image rain removal based on part-based model. 2015/06/06. IEEE International Conference on Consumer Electronics.
  34. A review on low-complexity video compression with compressive sensing-based approaches. 2015/05/16. Emerging Technologies for Multimedia Networks.
  35. Rain removal using single image based on non-negative matrix factorization. 2014/12/12. International Computer Symposium.
  36. Vision-based detection of steel billet surface defects via fusion of multiple image features. 2014/12/12. International Computer Symposium.
  37. Heartbeat measurement based on laser speckle fingerprint. 2014/12/12. International Computer Symposium.
  38. An adaptive-window-based image dehazing method. 2014/12/09. Asia-Pacific Signal and Information Processing Association Annual Summit and Conference.
  39. Second order residual prediction for HEVC inter coding. 2014/12/09. Asia-Pacific Signal and Information Processing Association Annual Summit and Conference.
  40. Self-learning-based signal decomposition for multimedia applications: A review and comparative study. 2014/12/09. Asia-Pacific Signal and Information Processing Association Annual Summit and Conference.
  41. Automated reconstruction of 3D object on embedded system for mobile apps. 2014/10/07. IEEE Global Conference on Consumer Electronics.
  42. GrabCut-based abandoned object detection. 2014/09/22. IEEE International Workshop on Multimedia Signal Processing.
  43. Video surveillance in the encrypted domain. 2014/08/17. Computer Vision, Graphic and Image Processing.
  44. Optimizing relay selection for scalable video transmissions in wireless networks. 2014/08/17. Computer Vision, Graphic and Image Processing.
  45. High efficiency second order residual prediction for H.264/AVC. 2014/07/22. International Conference on Engineering and Applied Science.
  46. Improvement of feature matching in stereo images based on LSI and adaptive parameter adjustment. 2014/05/02. National Conference on Web Intelligence and Applications.
  47. Real-time vehicle color identification for surveillance videos. 2014/02/26. International Conference on Electronics, Communications and Computers.
  48. Scale invariant multi-view depth estimation network with cGAN refinement. . Internatinonal Computer Symposium.

研究計畫

  1. 2019. 水下無人載具人工智慧系統關鍵技術研發─子計畫四:水下人工智慧影像辨識與重建(2/2).
  2. 2018. 水下無人載具人工智慧系統關鍵技術研發─子計畫四:水下人工智慧影像辨識與重建(1/2).
  3. 2018. 台灣印度人工智慧之產業應用雙邊研討會.
  4. 2018. 虛實整合之深度沈浸式虛擬實境社交平台之開發.
  5. 2018. 行動環境中具成本效益之3D重建模組技術之開發.
  6. 2017. 虛實整合之深度沈浸式虛擬實境社交平台之開發.
  7. 2017. 行動環境中具成本效益之3D重建模組技術之開發.
  8. 2016. 巨量資料分析的數學核心技術與健康照護應用.
  9. 2016. 基於影像處理之行動裝置節能顯示技術.
  10. 2016. 行動環境中具成本效益之3D重建模組技術之開發.
  11. 2016. 教育部資通訊軟體創新人才推升推廣計畫.
  12. 2016. 「CO2地質封存解密-卡爾邦尼亞大飯店」科普產學合作計畫.
  13. 2016. 三維建模及設計軟體開發應用於臨床精準醫療應用(2/3).
  14. 2016. 三維建模及設計軟體開發應用於臨床精準醫療應用.
  15. 2015. 壓縮感測與賽局理論之應用:高效能視訊編碼與無線傳輸.
  16. 2015. 三維建模及設計軟體開發應用於臨床精準醫療應用(1/3).
  17. 2015. 基於影像處理之行動裝置節能顯示技術.
  18. 2015. 教育部資通訊軟體創新人才推升推廣計畫.
  19. 2015. 「CO2地質封存解密-卡爾邦尼亞大飯店」科普產學合作計畫.
  20. 2015. 醫學工程Ⅴ.
  21. 2014. 財團法人國家實驗研究院創新科技計畫.
  22. 2014. 醫學工程Ⅳ.
  23. 2014. 壓縮感測與賽局理論之應用:高效能視訊編碼與無線傳輸.
  24. 2014. 電動車電能補充管理策略研究.
  25. 2014. 「CO2地質封存解密-卡爾邦尼亞大飯店」科普產學合作計畫.
  26. 2014. 基於影像處理之行動裝置節能顯示技術.
  27. 2013. 高效能視訊編碼與無線傳輸之研究.
  28. 2013. 教育部網路通訊人才培育先導行計畫「嵌入式軟體聯盟課程發展計畫」.
  29. 2013. 壓縮感測與賽局理論之應用:高效能視訊編碼與無線傳輸.
  30. 2013. 醫學工程III.
  31. 2012. 基於視訊分析之智慧型圖書館照明及空調節能系統.
  32. 2012. 高效能視訊編碼與無線傳輸之研究.
  33. 2012. 可調式視訊編碼視訊串流在合作式通訊通道傳輸之研究.
  34. 2012. 醫學工程II.
  35. 2011. 醫學工程I.
  36. 2011. 可調式視訊編碼視訊串流在合作式通訊通道傳輸之研究.
  37. 2011. 光電感測指紋訊號特徵辨識分析研究.
  38. 2011. 基於雲端運算之視訊內容分析與調適傳輸.
  39. 2011. 教育部智慧電子整合性人才培育計畫4C電子聯盟中心智慧電子跨領域應用專題系列課程.
  40. 2010. 可調式視訊編碼視訊串流在合作式通訊通道傳輸之研究.
  41. 2010. 光電感測訊號特徵辨識分析研究.
  42. 2009. 可調式視訊編碼視訊串流於多重輸入多重輸出通道傳輸之研究.
  43. 2009. 雷射光斑訊號擷取與辨識技術研究.
  44. 2008. 電影內容分析、表述與索引系統建立藉由多模式資訊.
  45. 2008. 多模式視訊偵測輸入訊號機制研究.
  46. 2007. 電影內容分析、表述與索引系統建立藉由多模式資訊.
  47. 2006. 多媒體資料的解構、分析與再建構.

  1. 2019. 多感官虛實互動系統之智慧擬真互動服務引擎與應用.
  2. 2018. Acceleration of 3D non-rigid reconstruction.
  3. 2018. 三維物件重建技術分析及研究報告.
  4. 2018. 多感官虛實互動系統之智慧擬真互動服務引擎與應用.
  5. 2017. 3D Reconstruction: Large-scale Reconstruction and Non-Rigid Reconstruction.
  6. 2016. 3D Dynamic Scene Reconstruction and Mapping.
  7. 2015. 巨量資料在電力系統之應用.
  8. 2015. 視覺檢測技術 (Package Crack快速檢驗).
  9. 2015. 復健雲與下肢肌力訓練機多媒體系統建置研究.
  10. 2014. 3D reconstruction using mobile phone.
  11. 2012. 數位音樂片段整合系統.
  12. 2011. 基於情緒分析之數位流行音樂檢索系統.
  13. 2011. 人流計算之影像處理系統之雛型研究與開發.
  14. 2007. 虛擬滑鼠與鍵盤之研製.
  15. 2006. H.264編解碼器畫面品質提升與抗錯性增強之研究.

其他

  1. 數位資料加密和解密的方法和裝置. 中國. 2006/06/29. 2026/06/28.
  2. 標示棒球比賽錄像中精采打擊片段的方法. 中國. 2007/03/30. 2027/03/29.
  3. 利用視覺特性檢測新聞片段中播報員畫面的方法. 中國. 2006/07/25. 2026/07/25.
  4. 經由掃描線影像比對機制來找出一對目標同步點的方法. 中國. 2008/04/15. 2028/04/14.
  5. 用以檢測媒體數據流中精彩片段的裝置以及相關方法. 中國. 2006/08/11. 2026/08/10.
  6. 用於識別交通工具的事件的方法與系統. 中國. 2007/07/13. 2027/07/12.
  7. 音頻特徵的泛用節目時段篩選方法與相關的輔助方法. 中國. 2007/05/23. 2027/05/22.
  8. 用來對視頻流所載的運動視頻節目編索引的方法. 中國. 2007/03/29. 2027/03/28.
  9. 擷取攝影裝置動作參數的系統及其計算方法. 中國. 2006/07/25. 2026/07/24.
  10. 圖像處理方法. 中國. 2005/10/24. 2025/10/23.
  11. 以語音特徵為基礎的精彩片段檢測電路及其相關方法. 中國. 2005/08/02. 2025/08/01.
  12. 檢測新聞主播的影音特徵以將電視新聞分段的方法. 中國. 2005/08/17. 2025/08/16.
  13. 數字影像閃光場景檢測與消除方法. 中國. 2005/01/07. 2025/01/06.
  14. 利用視覺特性偵測新聞片段中播報員畫面之裝置. 臺灣. 2006/07/19. 2026/07/18.
  15. 運動影片之檢索裝置. 臺灣. 2006/01/27. 2026/01/26.
  16. 具隱私權保護之監控系統及其方法 PRIVACY-PRESERVING SURVEILLANCE SYSTEM AND METHOD THEREOF. 臺灣. 2013/03/14. 2033/03/13.
  17. 即時背景模型化方法 REAL-TIME BACKGROUND MODELING METHOD. 臺灣. 2012/08/09. 2032/08/08.
  18. 在網球比賽的影片中搜尋精彩畫面的搜尋方法 SEARCHING METHOD OF SEARCHING HIGHLIGHT IN FILM OF TENNIS GAME. 臺灣. 2006/12/25. 2026/12/24.
  19. 估計視訊串流中視訊片段之邊界位置的方法 METHOD FOR ESTIMATING BOUNDARY OF VIDEO SEGMENT IN VIDEO STREAMS. 臺灣. 2007/08/30. 2027/08/29.
  20. 經由掃瞄線影像比對機制來找出一對目標同步點的方法 METHOD OF IDENTIFYING TARGET SYNCHRONIZATION POINT PAIR THROUGH SCAN-LINE IMAGE MATCHING SCHEME. 臺灣. 2008/04/17. 2028/04/16.
  21. 擷取攝影裝置動作參數之系統及其計算方法. 臺灣. 2006/07/19. 2026/07/18.
  22. 用來對一視訊資料流所載之運動節目編索引之方法 METHOD FOR INDEXING A SPORTS VIDEO PROGRAM CARRIED BY A VIDEO STREAM. 臺灣. 2007/03/15. 2027/03/14.
  23. 帶有簡單且強健之音訊特徵的泛用節目時段篩選方法與相關之輔助方法 UNIFORM PROGRAM INDEXING METHOD WITH SIMPLE AND ROBUST AUDIO FEATURE AND RELATED ENHANCING METHODS. 臺灣. 2007/05/24. 2027/05/23.
  24. 標示棒球比賽錄影中精采打擊片段的方法 METHOD OF INDEXING LAST PITCHING SHOTS IN A VIDEO OF A BASEBALL GAME. 臺灣. 2007/03/15. 2027/03/14.
  25. 用於辨識交通工具之事件的方法與系統 METHODS AND SYSTEMS FOR IDENTIFYING EVENTS FOR A VEHICLE. 臺灣. 2007/06/29. 2027/06/28.
  26. 數位資料加密和解密的方法和裝置 METHOD AND APPARATUS FOR ENCRYPTING AND DECRYPTING DIGITAL DATA. 臺灣. 2006/06/22. 2026/06/21.
  27. 用以偵測媒體資料流中精彩片段的裝置以及相關方法 APPARATUS AND METHOD FOR DETECTING HIGHLIGHTS OF MEDIA STREAM. 臺灣. 2006/07/27. 2026/07/26.
  28. 以語音特徵為基礎的精彩片段偵測電路及其相關方法 HIGHLIGHT DETECTING CIRCUIT AND RELATED METHOD FOR AUDIO FEATURE-BASED HIGHLIGHT SEGMENT DETECTION. 臺灣. 2005/07/08. 2025/07/07.
  29. 偵測新聞主播之影音特徵以將電視新聞分段 ANCHOR PERSON DETECTION FOR TELEVISION NEWS SEGMENTATION BASED ON AUDIOVISUAL FEATURES. 臺灣. 2005/08/02. 2025/08/01.
  30. 標誌處理方法與電路 LOGO PROCESSING METHODS AND CIRCUITS. 臺灣. 2005/11/08. 2025/11/07.
  31. 影像處理方法 PIXEL DATA GENERATING METHOD. 臺灣. 2005/09/22. 2025/09/21.
  32. UNIFORM PROGRAM INDEXING METHOD WITH SIMPLE AND ROBUST AUDIO FEATURE ENHANCING METHODS. 美國. 2013/09/10. 必填欄位.
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