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个人简介:
李厚强博士,中国科学技术大学电子工程与信息科学系教授,入选教育部“新世纪优秀人才培养计划”。主要研究方向为图象处理、视频编码与通信、计算机视觉、计算机图形学等。他领导的课题组积极参与ISO/MPEG及ITU等国际标准化组织和中国数字音视频编解码技术标准工作组(AVS)的活动,现有多项提案被MPEG/JVT和AVS接受。他作为负责人承担了多项国家自然科学基金重点项目、面上项目,国家863计划项目;作为负责人,承担了多项与Nokia公司有关视频编码的国际合作项目;作为负责人,还承担了与微软亚洲研究院、华为公司的合作项目。他目前是IEEE Transactions
on Circuits and Systems for Video Technology、IEEE Journal on
Selected Areas in Communications, IEEE Transactions on Systems, Man, and
Cybernetics等国际学术期刊,以及The International Conference on Image Processing
(ICIP), IEEE International Symposium on Circuits and Systems(ISCAS), IEEE
International Conference on Multimedia & Expo (ICME), Visual
Communication and Image Processing(VCIP)等国际学术会议的审稿人。他在IEEE Trans. on Image Processing, IEEE Trans. on
Multimedia, IEEE Trans. on Circuit and System I, International Journal of
Pattern Recognition and Artificial Intelligence等国际著名期刊,以及ICIP、ICME、VCIP等国际重要会议上发表视频编码与通信、图像处理等领域的论文40余篇。
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教育经历:
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1992年7月 毕业于中国科技大学电子工程与信息科学系,学士学位
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1997年7月 毕业于中国科技大学电子工程与信息科学系,硕士学位
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2000年10月 毕业于中国科技大学电子工程与信息科学系,博士学位
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工作经历:
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2000年11月至2002年11月 中国科技大学,电子工程与信息科学系,电子科学与技术专业,博士后
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2002年12月至2007年11月 中国科技大学,电子工程与信息科学系,信息处理中心,副教授
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2007年12月至今
中国科技大学,电子工程与信息科学系,信息处理中心,教
授
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近期学术论文:
2008
1.
Yan Chen, Yang Hu, Oscar C. Au, Houqiang Li and Chang Wen Chen,
“Video error concealment using spatio-temporal
boundary matching and partial differential equation”, IEEE Trans. on
Multimedia, Vol. 10, Issue 1, p2-15, Jan. 2008. (SCI:245QZ,
EI:075210994451)
2.
Cheng Chen, Houqiang Li,
Xiaobo Zhou, Stephen Wong,
“Constraint Factor Graph Cut based Active Contour Method for Automated
Cellular Image Segmentation in RNAi Screening”,
Journal of Microscopy, Vol. 230, Issue 2, p177-191, May 2008. (SCI:
292SN)
3.
C. Zhu, Y.-K. Wang, M.M. Hannuksela,
and Houqiang Li, “Error Resilient Video Coding
Using Redundant Pictures,” accepted by IEEE Transactions on Circuits and
Systems for Video Technology, in press.
4.
Yi Guo, Ying Chen, Ye-Kui Wang, Houqiang Li, Miska
M. Hannuksela, Moncef Gabbouj, “Error Resilient Coding and Error Concealment
in Scalable Video Coding”, accepted by IEEE Transactions on Circuits and
Systems for Video Technology, in press.
5.
Hui Liu, Ye-Kui Wang, and Houqiang Li,
“A Comparison between SVC and Transcoding”,
accepted by The IEEE
Transactions on Consumer Electronics, in press.
6.
Yi Guo, Houqiang Li,
Ye-Kui Wang, Chang Wen Chen,
“Error Resilient Transcoding of Scalable Video Bitstreams”, IEEE International Workshop on Multimedia
Signal Processing (MMSP 2008), Cairns, Queensland, Australia, October 8-10,
2008.
7.
Jinrong Zhang, Houqiang Li, Chang Wen Chen, “Distributed Image Coding Based on
Integrated Markov Random Field Modeling and LDPC Decoding”, IEEE
International Workshop on Multimedia Signal Processing (MMSP 2008), Cairns,
Queensland, Australia, October 8-10, 2008.
8.
Wengang Zhou, Houqiang Li, Xiaobo Zhou, Stephen Wong, “3D Dendrite Reconstruction and Spine
Identification”, 11th International Conference on Medical Image Computing
and Computer Assisted Intervention (MICCAI 2008), New York City, USA,
Sept. 6-10, 2008.
9.
Jinrong Zhang, Houqiang Li, Chang Wen Chen, “Distributed Image Coding Based on
Integrated Markov Modeling and LDPC Decoding”, International Conference on
Multimedia & Expo (ICME), Hannover, Germany, Jun. 23-26, 2008.
10.
Yi Guo, Ye-Kui Wang, Houqiang Li,
“Priority-based Template Matching Intra Prediction”, International
Conference on Multimedia & Expo (ICME), Hannover, Germany, Jun. 23-26,
2008.
11.
Chunbo Zhu, Xiaoyan Sun, Feng Wu, Houqiang Li, “Video Coding with Spatio-Temporal
Texture Synthesis and Edge-based
Inpainting”, International Conference on
Multimedia & Expo (ICME), Hannover, Germany, Jun. 23-26, 2008.
12.
Shujie Liu, Ying Chen,
Ye-Kui Wang, Moncef Gabbouj, Miska M. Hannuksela, Houqiang Li, “Frame
Loss Error Concealment For Multiview Video Coding”,
IEEE International Symposium on Circuits and Systems (ISCAS 2008), Seattle,
Washington, USA, May 18-21, 2008.
13.
Ying Chen, Shujie
Liu, Ye-Kui Wang, Miska
M. Hannuksela, Houqiang Li, Moncef Gabbouj,
“Low-Complexity Asymmetric Multiview Video
Coding”, International Conference on Multimedia & Expo (ICME),
Hannover, Germany, Jun. 23-26, 2008.
2007
1.
Houqiang Li, Yi Wang, Chang Wen Chen, “An Attention-Information-based Spatial
Adaptation Framework for Browsing Videos via Mobile Devices”, EURASIP
Journal on Advances in Signal Processing, Volume 2007 (2007), Article ID
25415. (SCI: 195VB, EI: 073110716557)
2.
Wenpeng Ding, Feng Wu, Xiaolin Wu,
Shipeng Li, Houqiang Li, “Adaptive Directional
Lifting-based Wavelet Transform for Image Coding”, IEEE Trans. on Image Processing,
Vol. 16, No. 2, p416-427, 2007. (SCI:127XI, EI: 071210499884)
3.
王毅,李厚强,孙晓燕,吴枫,刘政凯,“一种针对MPEG-4 AVC/H.264的用于快速码流生成的运动信息描述算法”,《计算机学报》,Vol. 30, No. 6, p1005~1013, 2007。(EI: 072810697977)
4.
Yi Guo, Ye-Kui Wang, Miska M. Hannuksela, Houqiang Li, “Discardable
Data Adaptation in Scalable Video Coding”, ACM Multimedia 2007 –
International Workshop on Mobile Video (MV 2007), Augsburg, Germany
,Sep. 28, 2007. (EI: 080311019477)
5.
Peng Zhang, Houqiang Li,
Xiaobo Zhou, and Stephen Wong,
“Peak Tree and Peak Detection for Mass Spectrometry Data”, 2007
International Symposium on Computational Models for Life Sciences
(CMLS’07), Gold Coast, Queensland, Australia, Dec. 17-19, 2007.
6.
Wengang Zhou, Houqiang Li, Xiaobo Zhou, and Stephen Wong, “A New Algorithm for 3D Dendritic Spine Detection”, 2007 International
Symposium on Computational Models for Life Sciences (CMLS’07), Gold Coast,
Queensland, Australia, Dec. 17-19, 2007.
7.
Chang Wen Chen, Houqiang Li, “Video Streaming to Mobile
Handheld Devices: Challenges in
Decoding, Adaptation, and Browsing”, International Workshop on Multimedia
Content Analysis and Mining (MCAM'07), Weihai, China, June 30-July 1 2007.
8.
Qiu Shen, Ye-Kui.Wang, Miska M. Hannuksela, Houqiang Li,
and Yi Wang, “Buffer Requirement Analysis and Reference Picture Marking for
Temporal Scalable Video Coding”, The
16th International Packet Video Workshop (PV2007), Lausanne, Switzerland,
Nov. 12-13, 2007.
9.
Jinrong Zhang, Houqiang Li, Qiwei Liu, Chang Wen Chen, “A Transform Domain Classification Based Wyner-Ziv Video Codec”, International Conference on
Multimedia & Expo (ICME), Beijing,
China,
July. 2-5, 2007.
10.
Haomian Wang, Houqiang Li,
Baoxin Li, “Video Inpainting for Largely Occluded
Moving Human”, International Conference on Multimedia & Expo (ICME),
Beijing, China, July. 2-5, 2007.
11.
Lei Wu, Houqiang Li, Nenghai Yu, Mingjing Li, “Volume Graph
Model for 3D Facial Surface Extraction”, International
Conference on Multimedia & Expo (ICME), Beijing, China, July. 2-5,
2007.
12.
Chunbo Zhu, Xiaoyan Sun, Feng Wu, Houqiang Li, “Video Coding With Spatio-temporal
Texture Synthesis”,
International Conference on Multimedia & Expo (ICME), Beijing, China,
July. 2-5, 2007.
13.
Cheng Chen, Houqiang Li,
Xiaobo Zhou, Stephen T.C. Wong,
“Graph Cut Based Active Contour for Automated Cellular Image Segmentation
in High Throughput RNA Interference (RNAi) Screening”, The
Fourth IEEE International Symposium on Biomedical Imaging (ISBI 2007), Washington DC,
USA, April
12-15, 2007. (EI: 074810947106)
14.
Qiwei Liu, Houqiang Li, Yan Lu, and
Feng Wu, “Distributed Video Coding with Trellis Coded Quantization”, Lecture Notes in Computer Science,
Vol. 4352, MMM 2007 Proceedings, p32-40, Jan. 2007.
15.
Cheng Chen, Houqiang Li,
and Xiaobo Zhou, “Automated Segmentation of Drosophila RNAi
Fluorescence Cellular Images Using Graph Cuts”, Lecture Notes in Computer Science,
Vol. 4351, MMM 2007 Proceedings, p116-125, Jan. 2007.
16.
Lei Wu, Houqiang Li, Nenghai Yu, and Mingjing Li, “Accurate 3D Facial Synthesis for Plastic Surgery Simulation”, Lecture Notes in Computer Science,
Vol. 4352, MMM 2007 Proceedings, p269-278, Jan. 2007.
17.
Chunbo Zhu, Ye-Kui Wang, Houqiang Li, “Adaptive Redundant Picture
for Error Resilient Video Coding”, International Conference on Image
Processing (ICIP), San Antonio,
Texas, USA,
Sept. 16-19, 2007.
2006
1.
Yi Wang, Houqiang Li, Xin Fan, Chang Wen Chen,
“An Attention Based Spatial Adaptation Scheme
for H.264 Videos on Mobiles”, International Journal of Pattern Recognition
and Artificial Intelligence (IJPRAI), Vol. 20, No. 4, p565-584, 2006.
(SCI:061LH, EI:06289992347)
2.
Xiaodong Yang, Houqiang Li, and Xiaobo Zhou, “Nuclei
Segmentation Using Marker-controlled Watershed,
Tracking Using Mean-shift and Kalman Filter in
Time-Lapse Microscopy”, IEEE Trans. on Circuit and Systems I, Vol. 53, No.
11, p2405-2414, 2006. (SCI:127XI, EI: 071210499884)
3.
Huifeng Shen, Xiaoyan Sun, Feng Wu, Houqiang Li, Shipeng Li, “A Fast Downsizing Video Transcoder
for H.264/AVC with Rate-distortion Optimal Mode Decision”, International
Conference on Multimedia & Expo (ICME), Toronto, Canada, Jun. 9-12,
2006. (EI:071910589519)
4.
Yi Wang, Xiaoyan Sun, Feng Wu, Shipeng Li, Houqiang Li, Zhengkai Liu,
“Off-line Motion Description for Fast Video Stream Generation in MPEG-4
AVC/H.264”,
International Conference on Multimedia & Expo (ICME), Toronto, Canada,
Jun. 9-12, 2006. (EI: 071910589187)
5.
Yi Wang, Xin Fan, Houqiang Li et al. “An Attention Based
Spatial Adaptation Scheme for
H.264 Videos on Mobiles”, 12th International Multimedia Modeling Conference
(MMM 2006), Beijing, China, Jan. 4-6, 2006. (EI:
071510546513)
6.
Yi Guo, Houqiang Li, Shibao Pei, Chang Wen Chen,
“A Novel Fast Inter-prediction Mode Decision for H.264/AVC”, SPIE 17th
International Symposium on Electronic Imaging, San Jose, California, USA, Jan. 15-19, 2006.
(EI:06189845804)
7.
Xiaodong Yang, Houqiang Li, Xiaobo Zhou, Stephen TC Wong. “Identification of Cell-Cycle
Phases Using Neural Network and Steerable Filter
Features”, Lecture Notes in Computer Science, Vol. 3973, ISNN 2006
Proceedings, p702-709, Jun. 2006. (SCI: BET87, EI: 062910011060)
8.
Xiaowei Shao, Zhengkai
Liu, Houqiang Li, “An Image Inpainting
Approach Based on the Poisson
Equation”, 2nd IEEE International Conference on Document Image Analysis for
Libraries, Lyon, France, April 27-28, 2006.
(EI:064610243197)
9.
Huifeng Shen, Xiaoyan Sun, Feng Wu, Houqiang Li, Shipeng Li, “Transcoding to FGS
Streams from H.264/AVC Hierarchical B-pictures”, International Conference
on Image Processing (ICIP), Atlanta, USA, Oct. 8-11, 2006.
10.
Chunbo Zhu, Ye-Kui Wang, Miska M. Hannuksela, Houqiang Li, “Error Resilient Video Coding
Using Redundant Pictures”, International Conference on Image Processing
(ICIP), Atlanta, USA, Oct. 8-11, 2006.
11.
Yi Guo, Ye-Kui Wang, Houqiang Li, “Error Resilient Mode Decision
in Scalable Video Coding”, International Conference on Image Processing
(ICIP), Atlanta, USA, Oct. 8-11, 2006.
12.
Yan Chen, Qing
Luan, Houqiang Li, Ascar
Au, “Sketch-guided Texture-based Image Inpainting”,
International Conference on Image Processing (ICIP), Atlanta, USA, Oct.
8-11, 2006.
13.
Yi Wang, Houqiang Li,
Zhengkai Liu, Chang Wen Chen, “Attention Information based Spatial
Adaptation Framework for Browsing Videos via Mobile Devices”, Lecture Notes
in Computer Science, Vol. 4261, PCM 2006 Proceedings, p788-797, Nov. 2006.
(EI: 065010297291)
2005
1.
Ye-Kui Wang, Chunbo Zhu, Houqiang Li, “Error Resilient Video Coding
Using Flexible Reference Frames”, SPIE Visual Communications and Image
Processing (VCIP), Beijing, China, Jul. 12-15, 2005. (EI:06089710575)
2.
Yanwei Pang, Nenghai Yu, Houqiang Li, Rong Zhang, Zhengkai Liu, “Face Recognition Using
Neighborhood Preserving Projections”, Lecture Notes in Computer Science,
Vol. 3768, PCM 2005 Proceedings, p 854-864, Nov. 2005. (SCI:BDJ28, EI:
06219896317)
3.
Yang Hu, Yan Chen,
Houqiang Li, Chang Wen Chen, “An Improved Spatio-Temporal
Video Error Concealment Algorithm Using Partial Differential Equation”,
SPIE Optics East, Boston,
USA, Oct.
23-26, 2005. (EI: 06119757399)
4.
Xiaodong Yang, Houqiang Li, Xiaobo Zhou, Stephen Wong. “Automated Segmentation and Tracking
of Cells in Time-lapse Microscopy Using Watershed
and Mean Shift”, International Symposium on Intelligent Signal Processing
and Communication Systems (ISPACS), HongKong,
Dec. 13-16, 2005. (EI:070910454787)
5.
Yanwei Pang,Lei Zhang, Zhengkai Liu, Nenghai Yu, Houqiang Li, “Neighborhood Preserving Projections (NPP): A novel linear
dimension reduction method”, Lecture Notes in Computer Science, Vol. 3644,
ICIC 2005 Proceedings, p117-125, Aug. 2005. (SCI: BDC09, EI: 05449443796)
2004
1.
Yi Wang, Houqiang Li,
Chang Wen Chen. “A Novel Video
Coding Scheme for Mobile
Devices”, ACM MUM2004, Park,
Maryland, USA,
p125-131, October 27-29, 2004.
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项目情况:
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《基于视频多维描述空间的视频自适应技术研究》(国家863计划课题,课题负责人。)
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《高效视频编码中的关键技术研究》(国家自然科学基金重点项目,子课题《面向无线通信的视频编码关键技术研究》负责人。)
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《适配网络化视频处理基础理论与实验平台》(国家自然科学基金重点项目,子课题负责人。)
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《分布式视频编码理论及方法研究》(国家自然科学基金面上项目,课题负责人。)
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《基于视频信号表达的视频自适应关键技术研究》(国家自然科学基金面上项目,课题负责人。)
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《基于Symbian操作系统的视频编码方法研究》(Nokia公司国际合作项目,课题负责人。)
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《面向无线通信的视频编码技术研究》(Nokia公司国际合作项目,课题负责人。)
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《可伸缩视频编码技术研究》(Nokia公司国际合作项目,课题负责人。)
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《分布式视频编码技术研究》(多媒体计算与通信教育部-微软重点实验室基金项目,课题负责人。)
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《图像修复技术研究》(华为科技基金项目,课题负责人。)
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主要研究内容简介:
一、视频编码与通信
1、数字视频编码技术标准
视频编码技术解决的重点问题是数字视频海量数据的编码压缩问题,它是其后数字信息传输、存储、播放等环节的前提,因此,视频编码技术标准是数字音视频产业的共性基础标准。本课题组积极参与ISO/MPEG及ITU等国际标准化组织和中国数字音视频编解码技术标准工作组(AVS)的活动,现有多项提案被MPEG/JVT和AVS接受。目前,本课题组主要参与MPEG/JVT有关SVC和MVC标准的制定和AVS移动视频标准的制定。
被国际音视频编码标准MPEG/JVT接受的提案:
1.
Qiu Shen, Houqiang Li, Y.-K. Wang, M.M. Hannuksela.
“CE6: Enhancement-layer IDR (EIDR) Picture”, JVT-R053, 18th Meeting: Bangkok, Thailand, Jan. 2006.
2.
Yi Guo, Y.-K. Wang, Houqiang Li.
“Error Resilient Mode Decision in SVC”, JVT-R057, 18th Meeting: Bangkok, Thailand, Jan. 2006.
3.
Chunbo Zhu, Houqiang Li, Y.-K. Wang,
M.M. Hannuksela. “Coding of Redundant Pictures
for Improved Error Resilience”, JVT-R058, 18th Meeting: Bangkok, Thailand,
Jan. 2006.
4.
Qiu Shen, Houqiang. Li, Y.-K. Wang. “Showcase of Non-required
Picture SEI Message”, JVT-Q066, 17th Meeting: Nice, France,
14-21 October, 2005.
5.
Hui Liu, Houqiang Li, Y.-K. Wang, “Showcase of Scalability
Information SEI Message”, JVT-Q067, 17th Meeting: Nice, France,
14-21 October, 2005.
6.
Yi Guo, Houqiang Li, Y.-K. Wang,
“SVC/AVC loss simulator donation”, JVT-Q069, 17th Meeting: Nice, France,
14-21 October, 2005.
被国家音视频编码标准AVS接受的提案:
1.
中科院计算所,中国科技大学等,“AVS-M视频编解码解决方案”,AVS-M1273。
2.
王毅,李厚强,俞能海,“运动估计中采用Hadamard变换”,AVS-M1292。
3.
王毅,李厚强,俞能海,“自适应环路滤波技术”,AVS-M1293。
4.
王毅,李厚强,俞能海,“关于多参考预测技术”,AVS-M1294。
5.
王毅,李厚强,俞能海,“基于Symbian操作系统的无线视频解码技术实现”,AVS-M1295。
6.
王毅,王斌,李厚强等,“Non-reference P frames for
temporal scalability”,AVS-M1383。
7.
王毅,李厚强,Yekui Wang,“Support of gradual random access points”,AVS-M1494。
8.
柳辉,李厚强,Ye-Kui Wang,“Signaling of scene information”,AVS-M1570。
9.
朱春波,李厚强,Ye-Kui Wang,“Redundant pictures for enhanced video error resilience”,AVS-M1572。
10.
沈秋,李厚强,Ye-Kui Wang,“Support of SP/SI pictures”,AVS-M1573。
2、分布式视频编码
分布式视频编码(Distributed Video
Coding)是一种全新的视频编码框架,其基本思想是采用信道编码技术,将编码端的计算复杂度转移到解码端,在解码端采用运动估计、预测插值等方法,挖掘信源统计特性,进行有效的编码压缩;其理论基础是信息论中的Slepian-Wolf定理和Wyner-Ziv定理,它们指出两个信源独立编码、联合解码可能达到联合编码、联合解码相同的编码效率。分布式编码具有许多优良性能,可以弥补现有视频编码技术的不足,提供系统总体性能最佳的编码方案,产生许多新应用,特别是面向无线移动多媒体的应用,具有非常广泛的应用前景。分布式编码理论涉及信息论中的许多基础问题,需要从新的角度、基于新的条件重新研究,具有极其重要的理论意义和广泛的应用价值。目前的主要研究内容有:1)单目视频的分布式编码理论及技术;2)多目视频的分布式编码理论及技术。
3、视频自适应
视频自适应(Video
Adaptation)主要研究如何对视频信号进行调整,将其变换为满足限制条件的某种形式以适应复杂的多媒体应用环境,更好地满足用户的需求。本质上,其可以抽象为数学中带约束条件的最优化问题。视频自适应是新兴的视频技术研究领域,包含众多基础理论和实用化技术研究,具有重要的理论意义和广泛的应用价值。现有的视频自适应技术主要针对一些特定问题,不具有普适性。目前本课题组尝试从一个全新的角度,研究通用的、可以解决多种视频自适应问题的技术方法。

图1. 基于感兴趣区域的空间自适应系统实验结果示例
二、基于图像处理的生物信息学
生物信息学是数学、信息科学与生命科学等交叉结合的新兴学科,分子成像(Molecular Imaging)技术、细胞成像(Cellular Imaging)技术是目前该领域的研究热点。分子成像是许多技术的简称,这些技术能够让研究人员看到生物体内的基因、蛋白质和其他功能分子,使疾病在基因水平上的早期诊断和监测以及更进一步地微观评价疗效成为可能。同时,体内分子成像可在机体完整的微环境状态下观察生物系统的病理过程。目前分子成像技术主要应用于以下方面:(1)内源基因的表达成像;(2)分子特性早期检测;(3)药物治疗的成像。分子成像、细胞成像系统速度快,维数多,数据量急剧攀升,导致传统的人工分析手段已经不再适用。本课题组目前的研究主要是采用图像处理、模式识别、机器学习等技术,通过计算机对分子成像数据、细胞成像数据进行自动分割、跟踪、分类、识别,旨在探索适用于分子成像系统、细胞成像系统的自动分析方法,开发提高研究效率的计算工具。

(a)
(b)
(c)
图2
改进的基于上下文关系的细胞图像分割算法:a), b)是当前帧和后继帧的分割结果,c)改进方法是对后继帧的分割结果

图3 对RNA扰动的果蝇细胞Actin分子成像数据进行图像分割
三、基于三维人脸合成技术的医学整容计算机辅助设计系统
随着医学整容的日益流行,接受整容手术的人数飞速增长,整容效果和手术风险成为医学整容界的热点问题。外科医生急需应用计算机多媒体仿真技术进行手术设计和预测术后效果。目前的医学影像重建技术只能做三维显示,无法进行手术设计和术后效果预测。本项研究旨在实现了一个医学整容计算机辅助设计系统,该系统利用高精度的医学CT和MRI影像,建立三维人脸模型,并在三维虚拟人脸上进行多种整容手术设计和预测术后效果。图4和图5是我们目前的一些结果。

图4 结果:a)
真实人脸与合成人脸;b), c) 隆鼻手术设计

图5 用FEM预测鼻子形状改变引起的受力分布变化
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