Dr. Tianming Liu is an Associate Professor of Computer Science at UGA. Dr. Liu is also an affiliated faculty with the UGA Bioimaging Research Center (BIRC), the UGA Institute of Bioinformatics (IOB ), the UGA Biomedical and Health Sciences Institute (BHSI), and the UGA Faculty of Engineering. Before he moved to UGA, Dr. Liu was a faculty member of Weill Medical College of Cornell University (Assistant Professor, 2007-2008) and Harvard Medical School (Instructor, 2005-2007). Dr. Liu was a postdoc in neuroimaging in the University of Pennsylvania (2002-2004) and Harvard Medical School (2004-2005). Dr. Liu received PhD in computer science from Shanghai Jiaotong University in 2002.

Dr. Liu is the recipient of the Microsoft Fellowship Award (2000-2002), the NIH K01 Career Award (2007-2012) and the NSF CAREER Award (2012-2017).

Research:     

Research Interests: Brain Mapping, Bioimaging (for multi-scale brain mapping), Multimedia (for natural stimulus fMRI and functional brain mapping).

Lab Website: http://caid.cs.uga.edu/ (for details of our research projects, PDFs of our publications, source codes, and more).

Recent Activities: Brain Decoding Project (http://braindecodingproject.org ). 

Publication:

Brain Mapping (Selected):

175. Junwei Han, Changyuan Chen, Xintao Hu, Lei Guo and Tianming Liu, Learning Computational Models of Video Memorability from FMRI Brain Imaging, IEEE Transactions on Cybernetics, accepted, 2014.

174. Xi Jiang, Tuo Zhang, Dajiang Zhu, Kaiming Li, Hanbo Chen, Jinglei Lv, Xintao Hu, Junwei Han, Dinggang Shen, Lei Guo, Tianming Liu, Anatomy-guided Dense Individualized and Common Connectivity-based Cortical Landmarks (A-DICCCOL), IEEE Transactions on Biomedical Engineering, accepted, 2014.

173. Tao Zeng, Hanbo Chen, Ahmed Fakhry, Xiaoping Hu, Tianming Liu*, Shuiwang Ji*, Allen Mouse Brain Atlases Reveal Different Neural Connection and Gene Expression Patterns in Cerebellum Gyri and Sulci, Brain Structure and Function, 2014. *Joint-correspondence authors, in press.

172. Dajiang Zhu, Jinglei Lv, Tianming Liu, Group-wise Optimization of Common Brain Landmarks with Joint Structural and Functional Regulations, accepted, MICCAI 2014.

171. Hanbo Chen, Yu Zhao, Tuo Zhang, Hongmiao Zhang, Hui Kuang, Meng Li,  Joe Z. Tsien, Tianming Liu, Construct and Assess Multimodal Mouse Brain Connectomes via Joint Modeling of Multi-scale DTI and Neuron Tracer Data, accepted, MICCAI 2014.

170. Schaeffer DJ, Krafft CE, Schwarz NF, Chi L, Weinberger AL, Pierce JE, Rodrigue AL, Allison JD, Yanasak NE, Liu Tianming, Davis CL, and McDowell JE, The Relationship between Uncinate Fasciculus White Matter Integrity and Verbal Memory Proficiency in Children, NeuroReport, in press, 2014.

169. Jinli Ou*, Zhichao Lian*, Li Xie, Xiang Li, Peng Wang, Yun Hao, Dajiang Zhu, Rongxin Jiang, Yufeng Wang, Yaowu Chen, Jing Zhang**, Tianming Liu**, Atomic Dynamic Functional Interaction Patterns for Characterization of ADHD, *Joint first authors, **Joint corresponding authors, accepted, Human Brain Mapping, 2014.

168. Jinglei Lv, Lei Guo, Dajiang Zhu, Tuo Zhang, Xintao Hu, Junwei Han, Tianming Liu, Group-wise FMRI Activation Detection on DICCCOL Landmarks, Neuroinformatics, in press, 2014.

167. Schaeffer DJ, Krafft CE, Schwarz NF, Chi L, Weinberger AL, Pierce JE, Rodrigue AL, Allison JD, Yanasak NE, Liu Tianming, Davis CL, and McDowell JE, An 8-month Exercise Intervention Alters Fronto-temporal White Matter Integrity in  Overweight Children, Psychophysiology, in press, 2014.

166. Tuo Zhang, Hanbo Chen, Lei Guo, Kaiming Li, Longchuan Li, Shu Zhang,  Dinggang Shen, Xiaoping Hu, Tianming Liu, Characterization of U-shape Streamline Fibers: Methods and Applications, in press, Medical Image Analysis. 2014.

165. Junwei Han, Shijie Zhao, Xintao Hu, Lei Guo, Tianming Liu, Encoding Brain Network Response to Free Viewing of Videos, in press, Cognitive Neurodynamics. 2014.

164. Xin Zhang, Xiang Li, Changfeng Jin, Hanbo Chen, Kaiming Li, Dajiang Zhu, Xi Jiang, Tuo Zhang, Jinglei Lv, Xintao Hu, Junwei Han, Qun Zhao, Lei Guo, Lingjiang Li, Tianming Liu, Identifying and Characterizing Resting State Networks in Temporally Dynamic Functional Connectomes, in press, Brain Topography, 2014.

163. Jun Fang, Xintao Hu, Junwei Han, Xi Jiang, Dajiang Zhu, Lei Guo, Tianming Liu, Data-driven Analysis of Functional Brain Interactions during Free Listening to Music and Speech, in press, Brain Imaging and Behavior, 2014.

162. Jinglei Lv, Tuo Zhang, Xintao Hu, Dajiang Zhu, Kaiming Li, Lei Guo, Tianming Liu, Group-wise connection activation detection based on DICCCOL, accepted. ISBI 2014.

161. Shu Zhang, Xintao Hu, Jinglei Lv, Tuo Zhang, Xiang LI, Xi Jiang, Lei Guo, Tianming Liu, Learning fMRI-guided predictor of video shot changes, accepted. ISBI 2014.

160. Dajiang Zhu, Dinggang Shen, Tianming Liu, Connectomics signature for characterization of mild cognitive impairment and schizophrenia, accepted. ISBI 2014.

159. Dajiang Zhu, Tianming Liu, Sparse representation of working memory processes based on fMRI data, accepted. ISBI 2014.

158. Tuo Zhang, Dajiang Zhu, Xi Jiang, Lei Guo, Tianming Liu, Group-wise consistent cortical parcellation based on DTI-derived connectional profiles,
accepted. ISBI 2014.

157. Xi Jiang, Jinglei Lv, Dajiang Zhu, Tuo Zhang, Xiang LI, Xintao Hu, Lei Guo, Tianming Liu, Discovery network-level functional interactions from working memory fMRI data, accepted. ISBI 2014.

156. Xi Jiang, Jinglei Lv, Dajiang Zhu, Tuo Zhang, Xintao Hu, Lei Guo, Tianming Liu, Inferring group-wise functional brain activities via point processes, accepted. ISBI 2014.

155. Zhichao Lian, Xiang LI, Jianchuan Xing, Jinglei Lv, Xi Jiang, Dajiang Zhu, Jiansong Xu, Marc N. Potenza, Tianming Liu, Jing Zhang, Exploring functional brain dynamics via a Bayesian connectivity change point model, accepted. ISBI 2014.

154. Zhichao Lian, Jinglei Lv, Jianchuan Xing, Xiang LI, Xi Jiang, Dajiang Zhu, Jiansong Xu, Marc N. Potenza, Tianming Liu, Jing Zhang. Generalized fMRI activation detection via Bayesian magnitude change point model, accepted. ISBI 2014.

153. Hanbo Chen, Xiang Yu, Xi Jiang, kaiming li, Longchuan Li, Xintao Hu, Junwei Han, Lei Guo, Xiaoping Hu, Tianming Liu, Evolutionarily-preserved consistent gyral folding patterns across primate brains, accepted. ISBI 2014.

152. Hanbo Chen, kaiming li, Dajiang Zhu, Lei Guo, Tianming Liu, Group-wise optimization and individualization prediction of structural connectomes, accepted. ISBI 2014.

151. Zhichao Lian, Xiang Li, thomas young, Yun Hao, Jianchuan Xing, Jinglei Lv, Xi Jiang, Dajiang Zhu, Tianming Liu, Jing Zhang, Dynamic network partition via Bayesian connectivity bi-partition change point model, accepted. ISBI 2014.

150. Zhichao Lian, Xiang Li, Hongmiao Zhang, Hui Kuang, Kun Xie, Jianchuan Xing, Dajiang Zhu, Joe Z. Tsien, Tianming Liu, Jing Zhang, Detecting cell assembly interaction patterns via Bayesian based change-point detection and graph inference model, accepted. ISBI 2014.

149. Cheng Lv, Xintao Hu, Junwei Han, Gong Cheng, Lei Guo, Tianming Liu, Exploring consistent functional brain networks during free viewing of videos via sparse representation, accepted. ISBI 2014.

148. Xi Jiang, Dajiang Zhu, Kaiming Li, Tuo Zhang,  Lihong Wang, Dinggang Shen, Lei Guo, Tianming Liu, Predictive Models of Resting State Networks for Assessment of Altered Functional Connectivity in Mild Cognitive Impairment, in press, Brain Imaging and Behavior, 2013.

147. Junwei Han, Xiang Ji, Xintao Hu, Jungong Han and Tianming Liu, Clustering and Retrieval of Video Shots based on Natural Stimulus FMRI, Neurocomputing, in press, 2013.

146. Krafft CE, Schaeffer DJ, Schwarz NF, Chi L, Weinberger AL, Pierce JE, Rodrigue AL, Allison JD, Yanasak NE, Liu Tianming, Davis CL, and McDowell JE, Improved Fronto-Parietal White Matter Integrity in Overweight Children is Associated with Attendance in an After-School Exercise Program, accepted, Developmental Neuroscience, 2013.

145. Bin He, Todd Coleman, Guy M. Genin, Gary Glover, Xiaoping Hu, Nessa Johnson, Tianming Liu, Scott Makeig, Paul Sajda, Kaiming Ye, Grand Challenges in Mapping the Human Brain: NSF Workshop Report, in press, IEEE Transactions on Biomedical Engineering, 2013

144. Dajiang Zhu, Tuo Zhang, Xi Jiang, Xintao Hu, Ning Yang, Jinglei Lv,  Junwei Han, Lei Guo, Tianming Liu, Fusing DTI and FMRI Data: A Survey of Methods and Applications, in press, NeuroImage, 2013

143. C.E. Krafft, J.E. Pierce, N.F. Schwarz, L. Chi, A.L. Weinberger, D.J. Schaeffer, A.L. Rodrigue, J. Camchong, J. D. Allison, N.E. Yanasak, Tianming. Liu, C.L. Davis, J.E. McDowell, An Eight Month Exercise Intervention Alters Resting State Synchrony in Overweight Children, in press, Neuroscience, 2013.

142. Jing Zhang*, Xiang Li, Cong Li, Zhichao Lian, Xiu Huang, Guocheng Zhong,  Dajiang Zhu, Kaiming Li, Changfeng Jin, Xintao Hu, Junwei Han,  Lei Guo, Xiaoping Hu, Lingjiang Li, Tianming Liu*, Inferring Functional Interaction and Transition Patterns via  Dynamic Bayesian Variable Partition Models, *Joint corresponding authors, accepted, Human Brain Mapping, 2013.

141. Dajiang Zhu, Kaiming Li, Douglas P. Terry, A. Nicholas Puente, Lihong Wang, Dinggang Shen, L. Stephen Miller, Tianming Liu, Connectome-scale Assessments of Structural and Functional Connectivity in MCI, in press, Human Brain Mapping, 2013.

140. Joe Z. Tsien, Meng Li, Remus Osan, Guifen Chen, Longian Lin, Phillip Lei Wang, Sabine Frey, Julietta Frey, Dajiang Zhu, Tianming Liu, Fang Zhao, Hui Kuang, On initial Brain Activity Mapping of associative memory code in the hippocampus, in press, Neurobiology of Learning and Memory, 2013.

139. Xin Zhang, Lei Guo, Xiang Li, Tuo Zhang, Dajiang Zhu, Kaiming Li, Hanbo Chen, Jinglei Lv, Changfeng Jin, Qun Zhao, Lingjiang Li, Tianming Liu, Characterization of Task-free and Task-performance Brain States via Functional Connectome Patterns, in press, Medical Image Analysis, 2013.

138. Peili Lv, Xintao Hu, Jinglei Lv, Junwei Han, Lei Guo, Tianming Liu, A Linear Model for Characterization of Synchronization Frequencies of Neural Networks, in press, Cognitive Neurodynamics, in press, 2013.

137. Jinli Ou, Li Xie, Peng Wang, Xiang Li, Dajiang Zhu, Yufeng Wang, Yaowu Chen, Jing Zhang, Tianming Liu, Modeling Brain Functional Dynamics via Hidden Markov Models, in press, IEEE EMBS Conference on Neural Engineering, 2013.

136. Jianchuan Xing, Jinglei Lv, Zhichao Lian, Xiang Li, Dajiang Zhu, Tianming Liu, Jing Zhang, Group-wise Change Point Detection in Task FMRI Data by Bayesian Methods, in press, IEEE EMBS Conference on Neural Engineering, 2013.

135. Jinglei Lv, Xi Jiang, Xiang Li, Dajiang Zhu, Hanbo Chen, Tuo Zhang, Shu Zhang, Xintao Hu, Junwei Han, Heng Huang, Jing Zhang, Lei Guo, Tianming Liu, Identifying Functional Networks via Sparse Representation of  Whole-brain FMRI Signals, in press, IEEE EMBS Conference on Neural Engineering, 2013.

134. Peili Lv, Lei Guo, Xintao Hu, Xiang Li, Changfeng Jin, Junwei Han, Lingjiang Li, Tianming Liu, Modeling Dynamic Functional Information Flows on Large-scale Brain Networks, accepted, MICCAI 2013.

133. Shu Zhang, Xiang Li, Jinglei Lv, Xi Jiang, Dajiang Zhu, Hanbo Chen, Tuo Zhang, Lei Guo, Tianming Liu, Sparse Representation of Higher-order Functional Interaction Patterns in Task-based FMRI Data,accepted, MICCAI 2013.

132. Jinglei Lv, Dajiang Zhu, Xintao Hu, Xin Zhang, Lei Guo, Tianming Liu, Group-wise FMRI Activation Detection on Corresponding Cortical Landmarks, accepted, MICCAI 2013.

131. Jinglei Lv, Xiang Li, Dajiang Zhu, Xi Jiang, Xin Zhang, Lei Guo, Tianming Liu, Sparse Representation of Group-wise FMRI Signals, accepted, MICCAI 2013.

130. Hanbo Chen, Tuo Zhang, Tianming Liu, Identifying Group-wise Consistent White Matter Landmarks via Novel Fiber Shape Descriptor, accepted, MICCAI 2013.

129. Xi Jiang, Tuo Zhang, Dajiang Zhu, Kaiming Li, Jinglei Lv, Lei Guo, Tianming Liu, Anatomy-guided Discovery of Large-scale Consistent Connectivity-based Cortical Landmarks, accepted. MICCAI 2013

128. Xi Jiang, Dajiang Zhu, Kaiming Li, Tuo Zhang, Dinggang Shen, Lei Guo, Tianming Liu, Predictive Models of Resting State Networks for Assessment of Altered Functional Connectivity in MCI, accepted, MICCAI 2013.

127. Mo Chen, Junwei Han, Xintao Hu, Xi Jiang, Lei Guo, Tianming Liu, Survey of Encoding and Decoding of Visual Stimulus via FMRI:  An Image Analysis Perspective, accepted, Brain Imaging and Behavior. 2013.

126. Fan Deng, Xi Jiang, Dajiang Zhu, Tuo Zhang, Kaiming Li, Lei Guo, Tianming Liu, A functional model of cortical gyri and sulci, accepted, Brain Structure and Function, 2013.

125. Hanbo Chen, Kaiming Li, Dajiang Zhu, Xi Jiang, Yixuan Yuan, Peili Lv, Tuo Zhang, Lei Guo, Dinggang Shen*, Tianming Liu*, Inferring Group-wise Consistent Multimodal Brain Networks via Multi-view Spectral Clustering, *Joint corresponding authors, accepted, IEEE Transactions on Medical Imaging, 2013.

124. Junwei Han, Xiang Ji, Xintao Hu, Dajiang Zhu, Kaiming Li, Xi Jiang, Guangbin Cui, Lei Guo, and Tianming Liu, Representing and Retrieving Video Shots in Human-Centric Brain Imaging Space, accepted, IEEE Transactions on Image Processing, 2013.

123. Tuo Zhang, Dajiang Zhu, Xi Jiang, Bao Ge, Xintao Hu, Junwei Han, Lei Guo, Tianming Liu, Predicting Cortical ROIs via Joint Modeling of Anatomical and Connectional Profiles, accepted, Medical Image Analysis, 2013.

122. Xiang Li, Dajiang Zhu, Xi Jiang, Changfeng Jin, Xin Zhang, Lei Guo, Jing Zhang, Xiaoping Hu, Jingjiang Li, Tianming Liu, Dynamic Functional Connectomics Signatures for Characterization and Differentiation of PTSD Patients, accepted, Human Brain Mapping, 2013.

121. Dajiang Zhu, Xiang Li, Xi Jiang, Hanbo Chen, Dinggang Shen, Tianming Liu, Exploring High-Order Functional Interactions via Structurally-Weighted LASSO Models, accepted, IPMI 2013.

120. Bao Ge, Lei Guo, Tuo Zhang, Dajiang Zhu, Xintao Hu, Junwei Han, Tianming Liu,  Construction of Multi-scale Common Brain Network Via DICCCOL, accepted, IPMI 2013. 

119. Dajiang Zhu, Dinggang Shen, Tianming Liu, Inferring Functional Network-based Signatures via Structurally-weighted LASSO Model, accepted, ISBI 2013.

118. Xiang Yu*, Hanbo Chen*, Tuo Zhang, Xintao Hu, Lei Guo, Tianming Liu, Joint Analysis of Gyral Folding and Fiber Shape Patterns, accepted, ISBI 2013. *Joint first authors.

117. Hanbo Chen, Kaiming Li, Dajiang Zhu, Tianming Liu, Identifying Consistent Brain Networks via Maximizing  Predictability of Functional Connectome from Structural Connectome, accepted, ISBI 2013.

116. Xiang Li, Dajiang Zhu, Xi Jiang, Changfeng Jin, Lei Guo, Lingjiang Li, Tianming Liu, Discovering Common Functional Connectomics Signatures, accepted, ISBI 2013.

115. Tuo Zhang, Dajiang Zhu, Xi Jiang, Lei Guo, Tianming Liu, Predicting Functional Cortical ROIs via Joint Modeling of Anatomical and Connectional Profiles, accepted, ISBI 2013.

114. Shu Zhang, Jinglei Lv, Xiang LI, Xi Jiang, Lei Guo, Tianming Liu, Activated Cliques: Network-based Activation Detection in Task-based FMRI, accepted, ISBI 2013.

113. Xintao Hu, Tuo Zhang, Junwei Han, Lei Guo, Tianming Liu, Functional Brain Interactions During Free Viewing of Video Stream, accepted, ISBI 2013.

112. Yingjie Zhang, Junwei Han, Xintao Hu, Lei Guo, Tianming Liu, Data-driven Evaluation of Functional Connectivity Metrics, accepted, ISBI 2013.

111. Jia Chen, Jianfeng Lu, Hanbo Chen, Dajiang Zhu, Tianming Liu, Assessing Regularity and Variability of Cortical Folding Patterns of DICCCOLs, accepted, ISBI 2013.

110. Bao Ge, Lei Guo, Tuo Zhang, Dajiang Zhu, Xintao Hu, Junwei Han, Tianming Liu, Construction of Multi-scale Brain Networks via DICCCOL Landmarks, accepted, ISBI 2013.

109. Peng Wang*, Dajiang Zhu*, Hanbo Chen, Xi Jiang, Li Sun, Qingjiu Cao, An Li, Tianming Liu, Yufeng Wang, Identifying Functional Connectomics Abnormality in Attention Deficit Hyperactivity Disorder, accepted, ISBI 2013. *Joint first authors.

108. Xintao Hu; Dajiang Zhu; Peili Lv; Kaiming Li; Junwei Han; Lihong Wang; Dinggang Shen; Lei Guo, Tianming Liu, Fine-Granularity Functional Interaction Signatures for Characterization of Brain Conditions, in press, Neuroinformatics, 2013.

107. Degang Zhang, Lei Guo, Dajiang Zhu, Kaiming Li, Longchuan Li, Hanbo Chen, Qun Zhao, Xiaoping Hu**, and Tianming Liu**, Diffusion Tensor Imaging Reveals Evolution of Primate Brain Architectures, **Joint corresponding authors, accepted, Brain Structure and Function, 2012.

106. Yixuan Yuan*; Xi Jiang*; Dajiang Zhu; Hanbo Chen; Kaiming Li; Peili Lv; Xiang Yu; Xiaojin Li; Shu Zhang; Tuo Zhang; Xintao Hu; Junwei Han; Lei Guo, Tianming Liu, Meta-analysis of Functional Roles of DICCCOLs, *Joint first authors, in press, Neuroinformatics. 2012.

105. Bao Ge; Lei Guo; Tuo Zhang; Xintao Hu; Junwei Han, Tianming Liu, Resting State fMRI-guided Fiber Clustering: Methods and Applications, accepted, Neuroinformatics. 2012.

104. Xiang Li*, Chulwoo Lim*, Kaiming Li, Lei Guo, Tianming Liu, Detecting Brain State Changes via Fiber-Centered  Functional Connectivity Analysis, *Joint first authors, in press, Neuroinformatics, 2012.

103. Fan Deng, Dajiang Zhu, Lei Guo and Tianming Liu, FMRI Signal Analysis Using Empirical Mean Curve Decomposition, accepted, IEEE Transactions on Biomedical Engineering, 2012.

102. Hanbo Chen, Kaiming Li, Dajiang Zhu, Tuo Zhang, Changfeng Jin, Lei Guo, Lingjiang Li, Tianming Liu. Inferring Group-wise Consistent Multimodal Brain Networks via Multi-view Spectral Clustering, accepted, MICCAI 2012.

101. Hanbo Chen, Xiao Cai, Dajiang Zhu, Feiping Nie, Tianming Liu, Heng Huang , Group-wise Consistent Parcellation of Gyri via Adaptive Multi-view Spectral Clustering of Fiber Shapes, accepted, MICCAI 2012.

100. Fan Deng, Dajiang Zhu, Lei Guo, Tianming Liu, Optimization of fMRI-derived ROIs based on Coherent Functional Interaction Patterns. accepted, MICCAI 2012.

99. Bao Ge, Lei Guo, Dajiang Zhu, Kaiming Li, Xintao Hu, Junwei Han, Tianming Liu, Group-wise Consistent Fiber Clustering Based on Multimodal Connectional and Functional Profiles, accepted, MICCAI 2012.

98. Xin Zhang, Lei Guo, Xiang Li, Dajiang Zhu, Kaiming Li, Zhenqiang Sun, Changfeng Jin, Xintao Hu, Junwei Han, Qun Zhao, Lingjiang Li, Tianming Liu, Characterization of Task-free/Task-performance Brain States, accepted, MICCAI 2012.

97. Hanbo Chen*, Tuo Zhang*, Lei Guo, Kaiming Li, Xiang Yu, Longchuan Li, Xintao Hu, Junwei Han, Xiaoping Hu**, Tianming Liu**, Coevolution of Gyral Folding and Structural Connection Patterns in Primate Brains, *Joint first authors, **Joint corresponding authors, accepted, Cerebral Cortex, 2012.

96. Jiehuan Sun*, Xintao Hu*, Xiu Huang, Yang Liu, Kaiming Li, Xiang Li, Junwei Han, Lei Guo, Tianming Liu**, Jing Zhang**, Inferring Consistent Functional Interaction Patterns from Natural Stimulus FMRI Data, *Joint first authors, **Joint corresponding authors, accepted, NeuroImage, 2012.

95. Kaiming Li; Lei Guo; Carlos Faraco; Dajiang Zhu; Hanbo Chen; Yixuan Yuan; Jinglei Lv; Fan Deng; Xi Jiang; Tuo Zhang; Xintao Hu; Degang Zhang; Lloyd Miller, Tianming Liu, Visual Analytics of Brain Networks, accepted, NeuroImage, 2012.

94. Dajiang Zhu*, Kaiming Li*, Lei Guo, Xi Jiang, Tuo Zhang, Degang Zhang, Hanbo Chen, Fan Deng, Carlos Faraco, Changfeng Jin, Chong-Yaw Wee, Yixuan Yuan, Peili Lv, Yan Yin, Xiaolei Hu, Lian Duan, Xintao Hu, Junwei Han, Lihong Wang, Dinggang Shen, L Stephen Miller, Lingjiang Li, Tianming Liu, DICCCOL: Dense Individualized and Common Connectivity-based Cortical Landmarks, *Joint first authors, accepted, Cerebral Cortex, 2012.

93. Kaiming Li*, Dajiang Zhu*, Lei Guo, Zhihao Li, Mary Ellen Lynch, Claire Coles, Xiaoping Hu**, Tianming Liu**, Connectomics Signatures of Prenatal Cocaine Exposure Affected Adolescent Brains, *Joint first authors, **Joint corresponding authors, accepted, Human Brain Mapping, 2012.

92. Kaiming Li; Lei Guo; Dajiang Zhu; Xintao Hu; Junwei Han, Tianming Liu, Individual Functional ROI Optimization via Maximization of Group-wise Consistency of Structural and Functional Profiles, accepted, Neuroinformatics, 2012.

91. Jingxin Nie, Lei Guo, Kaiming Li, Yonghua Wang, Guojun Chen, Longchuan Li, Hanbo Chen, Fan Deng, Xi Jiang, Tuo Zhang, Ling Huang, Carlos Faraco, Degang Zhang, Cong Guo, Pew-Thian Yap, Xintao Hu, Gang Li, Jinglei Lv, Yixuan Yuan, Dajiang Zhu, Junwei Han, Dean Sabatinelli, Qun Zhao, L Stephen Miller, Bingqian Xu, Ping Shen, Simon Platt, Dinggang Shen, Xiaoping Hu, Tianming Liu, Axonal Fiber Terminations Concentrate on Gyri, accepted, Cerebral Cortex, 2011.

90. Dajiang Zhu, Kaiming Li, Carlos Faraco, Fan Deng, Degang Zhang, Xi Jiang, Hanbo Chen, Lei Guo, Stephen Miller, Tianming Liu, Optimization of Functional Brain ROIs via Maximization of Consistency of Structural Connectivity Profiles, accepted, NeuroImage, 2011.

89. Tuo Zhang, Lei Guo, Kaiming Li, Changfeng Jing, Yan Yin, Dajing Zhu, Guangbin Cui, Lingjiang Li, Tianming Liu, Predicting Functional Cortical ROIs via DTI-derived Fiber Shape Models, in press, Cerebral Cortex, 2011.

88. Degang Zhang, Lei Guo, Xintao Hu, Kaiming Li, Qun Zhao, Tianming Liu, Increased cortico-subcortical functional connectivity in schizophrenia, accepted, Brain Imaging and Behavior, 2011.

87. Bao Ge, Lei Guo, Tuo Zhang, Xintao Hu, Junwei Han, Tianming Liu, Resting state fMRI-guided fiber clustering, accepted, MICCAI 2011.

86. Xiang Li, Chuwoo Lim, Kaiming Li, Lei Guo, Tianming Liu, Fiber-centered Granger Causality Analysis, accepted, MICCAI 2011.

85. Hanbo Chen, Lei Guo, Kaiming Li, Xintao Hu, Tianming Liu, Assessment of Regularity and Variability of Cortical Folding Patterns of Working Memory ROIs, accepted, MICCAI 2011.

84. Tuo Zhang, Lei Guo, Xintao Hu, Kaiming Li, Tianming Liu, Predicting Functional Cortical ROIs based on Fiber Shape Models, accepted, MICCAI 2011.

83. Tianming Liu, A few thoughts on brain ROIs, Brain Imaging and Behavior, in press, 2011.

82. Dajiang Zhu, Kaiming Li, Carlos Faraco, Fan Deng, Degang Zhang, Xi Jiang, Hanbo Chen, Lei Guo, Stephen Miller, Tianming Liu, Discovering Dense and Consistent Landmarks in the Brain, accepted, IPMI 2011.

81. Jinglei Lv, Lei Guo, Xintao Hu, Kaiming Li, Tianming Liu, Activated Fibers: Fiber-centered Activation Detection in Task-based FMRI, accepted, IPMI 2011.

80. Dajiang Zhu, Kaiming Li, Carlos Faraco, Fan Deng, Degang Zhang, Xi Jiang, Hanbo Chen, Lei Guo, Stephen Miller, Tianming Liu, Fine Granularity Parcellation of Gyrus via Fiber Shape and Connectivity Based Features, accepted, ISBI 2011.

79. Dajiang Zhu, Kaiming Li, Carlos Faraco, Fan Deng, Degang Zhang, Xi Jiang, Hanbo Chen, Lei Guo, Stephen Miller, Tianming Liu, Optimization of Functional Brain ROIs via Maximization of Consistency of Structural Connectivity Profiles, accepted, ISBI 2011.

78. Chulwoo Lim, Xiang Li, Kaiming Li, Lei Guo, Tianming Liu, Brain State Change Detection via Fiber-centered Functional Connectivity Analysis, accepted, ISBI 2011.

77. Xintao Hu, Lei Guo, Degang Zhang, Kaiming Li, Tuo Zhang, Jinglei Lv, Junwei Han, Tianming Liu, Assessing the Dynamics on Functional Brain Networks using Spectral Graph Theory, accepted, ISBI 2011.

76. Yixuan Yuan, Lei Guo, Peili Lv, Xintao Hu, Degang Zhang, Junwei Han, Li Xie, Tianming Liu, Assessing Graph Models for Description of Brain Networks, accepted, ISBI 2011.

75. Faraco, C. C., Unsworth, N., Lagnely, J. Terry, D., Li, K., Zhang, D., Liu, T., and Miller, L.S., Complex Span Tasks Offer a Unique View of Working and Long Term Memory, NeuroImage, in press, 2010.

74. Kaiming  Li, Lei  Guo, Carlos  Faraco, Dajiang  Zhu, Fan  Deng, Tuo  Zhang, Xi  Jiang, Degang  Zhang, Hanbo  Chen, Xintao  Hu, L. Stephen  Miller, Tianming  Liu, Individualized ROI Optimization via Maximization of Group-wise Consistency of Structural and Functional Profiles, accepted, NIPS 2010.

73. Hanbo Chen, Lei Guo, Jingxin Nie, Tuo Zhang,  Xintao Hu, Tianming Liu,  A dynamic skull model for simulation of cerebral cortex folding, accepted, MICCAI 2010.

72. Jinglei Lv, Lei Guo, Xintao Hu, Tuo Zhang, Kaiming Li, Tianming Liu, Fiber-centered Analysis of Brain Connectivities Using DTI and Resting State FMRI Data, accepted, MICCAI 2010.

71. Gang Li, Lei Guo, Jingxin Nie, Kaiming Li, Tianming Liu, Direction Field Diffusion on Cortical Surface via Graph Cuts, accepted, CVPR MMBIA 2010.

70. Kaiming Li, Lei Guo, Gang Li, Jingxin Nie, Carlos Faraco, Guangbin Cui, Qun Zhao, Stephen Miller, Tianming Liu, Gyral folding pattern analysis via surface profiling, accepted, NeuroImage, 2010.

69. Jingxin Nie, Lei Guo, Gang Li, Carlos Faraco, Stephen Miller, Tianming Liu, A Computational Model of Cerebral Cortex Folding, Journal of Theoretical Biology, accepted, 2010.

68. Kaiming Li, Lei Guo, Gang Li, Jingxin Nie, Carlos Faraco, Qun Zhao, Stephen Miller, Tianming Liu, Cortical surface based identification of brain networks using high spatial resolution resting state fMRI data, accepted, International Symposium of Biomedical Imaging (ISBI) 2010.

67. Degang Zhang, Lei Guo, Gang Li, Jingxin Nie, Xi Jiang, Fan Deng, Kaiming Li, Dajiang Zhu, Qun Zhao, Tianming Liu, Automatic cortical surface parcellation based on fiber density informaiton, accepted, International Symposium of Biomedical Imaging (ISBI) 2010.

66. Yixuan Yuan, Lei Guo, Gang Li, Tuo Zhang, Xintao Hu, Tianming Liu, Joint anlaysis of cortical folding pattern, thickness and fiber density using structural and DTI data, accepted, International Symposium of Biomedical Imaging (ISBI), 2010.

65. Tuo Zhang, Lei Guo, Xintao Hu, Gang Li, Jingxin Nie, Xi Jiang, Degang Zhang, Tianming Liu, Joint analysis of fiber shape and cortical folding patterns, accepted, International Symposium of Biomedical Imaging (ISBI), 2010.

64. Gang Li, Lei Guo, Jingxin Nie, Tianming Liu, An automated pipleline for sulci fundi extraction, Medical Image Analysis, accepted, 2010.

63. Hai Li, Zhong Xue, Lei Guo, Tianming Liu, Jill Hunter, Stephen Wong, A Hybrid Approach to Automatic Clustering of White Matter Fibers, NeuroImage, Volume 49, Issue 2, Pages 1249-1258 2010.

62. Kaiming Li, Lei Guo, Jingxin Nie, Gang Li, Tianming Liu, Review of Methods for Functional Brain Connectivity Detection Using fMRI. Computerized Medical Imaging and Graphics, Volume 33, Issue 2, March 2009, Pages 131-139.

61. Gang Li, Lei Guo, Jingxin Nie, Tianming Liu, Automatic Cortical Sulcal Parcellation Based on Surface Principal Direction Flow Field Tracking, Neuroimage, 2009.

60. Jingxin Nie, Zhong Xue, Tianming Liu, Geoffrey S. Young, Kian Setayesh, Lei Guo, Stephen T.C. Wong, Automated brain tumor segmentation using spatial accuracy-weighted hidden Markov Random Field, Computerized Medical Imaging and Graphics, Volume 33, Issue 6, 2009, Pages 431-441.

59. Gang Li, Lei Guo, Tianming Liu. Deformation invariant attribute vector for deformable registration of longitudinal brain MR images, Computerized Medical Imaging and Graphics, Volume 33, Issue 5, July 2009, Pages 384-398.

58. Walker LM, Katzir T, Liu T, Ly J, Corriveau K, Barzillai M, Chu F, O'Connor MG, Hackney DB, Chang BS. Gray matter volumes and cognitive ability in the epileptogenic brain malformation of periventricular nodular heterotopia. Epilepsy Behav, 2009.

57. Gang Li, Lei Guo, Jingxin Nie and Tianming Liu, Automatic Cortical Sulcal Parcellation Based on Surface Principal Direction Flow Field Tracking, Information Processing in Medical Imaging (IPMI), 2009.

56. Jingxin Nie, Lei Guo, Tianming Liu, A computational model of cerebral cortex folding, Medical Image Computing and Computer Assisted Intervention (MICCAI) 2009.

55. Tuo Zhang, Lei Guo, Gang Li, Jingxin Nie, Tianming Liu, Parametric representation of cortical surface folding via polynomials, Medical Image Computing and Computer Assisted Intervention (MICCAI) 2009.

54. Kaiming Li, Lei Guo, Gang Li, Jingxin Nie, Carlos Faraco, Qun Zhao, L. Stephen Miller, Tianming Liu, Gyral folding pattern analysis via surface profiling, Medical Image Computing and Computer Assisted Intervention (MICCAI) 2009.

53. Tianming Liu, Jingxin Nie, Ashley Tarokh, Lei Guo, Stephen TC Wong, Reconstruction of Central Cortical Surface from MRI Brain Images: Method and Application. NeuroImage, 40(3):991-1002, 2008.

52. Tianming Liu, Winnie CW Chu, Geoffrey Young, Kaiming Li, Benson HY Yeung, Lei Guo, Gene CW Man, Wynnie WM Lam, Stephen TC Wong, Jack CY Cheng, MR analysis of Regional Brain Volume in Adolescent Idiopathic Scoliosis: neurological manifestation of a systemic disease, Journal of Magnetic Resonance Imaging, 27(4):732-6, 2008.

51. Tianming Liu, Hai Li, Kelvin Wong, Ashley Tarokh, Lei Guo, Stephen Wong, Brain Tissue Segmentation Based on DTI Data, NeuroImage, 38(1):114-23, 2007.

50. Tianming Liu, Geoffrey Young, Ling Huang, Nan-Kuei Chen, Stephen Wong. 76-space Analysis of Grey Matter Diffusivity: Methods and Applications. Neuroimage. 2006;15(31):51-65.

49. Tianming Liu, Dinggang Shen, and Christos Davatzikos. Deformable Registration of Cortical Structures via Hybrid Volumetric and Surface Warping. NeuroImage. 2004;22(4):1790-801.

48. Bernard S. Chang, M.D.* Tami Katzir, Ph.D.* Tianming Liu, Kathleen Corriveau, Mirit Barzillai, Kira A Apse,  Adria Bodell, David Hackney, David Alsop, Stephen Wong, Christopher A. Walsh, A structural basis for reading fluency:  White matter fiber tracts and reading disability in a neuronal migration disorder *These authors contributed equally to this work, Neurology, 69: 2146-2154, 2007.

47. V Mok, Tianming Liu, W.W.M. Lam, A Wong, X Hu, L Guo; XY Chen, KS Wong, S Wong, Neuroimaging predictors for cognitive impairment in confluent white matter lesion: Volumetric analyses of 99 brain regions,   Dementia and Geriatric Cognitive Disorders, 25(1):67-73, 2007.

46. Sibel Kantarci, Lihadh Al-Gazali, Robert S. Hill, Dian Donnai, Graeme C.M. Black, Eric Bieth,  Nicolas Chassaing, Didier Lacombe, Koen Devriendt, Ahmad Teebi, Maria Loscertales, Caroline Robson, Tianming Liu, David T. MacLaughlin, Kristin M. Noonan, Meaghan K. Russell, Christopher A. Walsh, Patricia K. Donahoe, Barbara R. Pober, Mutations in megalin, a multi-ligand receptor, cause Donnai-Barrow syndrome characterized by corpus callosum, ocular, neurosensory, craniofacial, and diaphragmatic defects, Nature Genetics, 39(8):957-959, 2007.

45. Jingxin Nie, Tianming Liu, Gang Li, Geoffrey Young, Ashley Tarokh, Lei Guo, Stephen TC Wong, Least-Square Conformal Brain Mapping with Spring Energy, Computerized Medical Imaging and Graphics, 31(8):656-664, 2007.

44. Gang Li, Tianming Liu, Jingxin Nie, Lei Guo, Stephen Wong, A Novel Method for Cortical Sulcal Fundi Extraction, Medical Image Computing and Computer-Assisted Intervention (MICCAI), Sept. 2008.

43. Nie J, Tianming Liu, Guo L, Stephen TC Wong. Reconstruction of central cortical surface from brain MRI images: Method and Application. In: International Symposium of Biomedical Imaging (ISBI); Washington DC. April 2007.

42. Li H, Tianming Liu, Guo L, Stephen TC Wong. Deformable registration of DTI and SPGR images. In: International Symposium of Biomedical Imaging (ISBI); Washington DC. April 2007.

41. Gang Li, Tianming Liu, Geoffrey Young, Lei Guo, and Stephen TC Wong. Deformation invariant attribute vector for 3D medical image registration. In: International Symposium on Biomedical Imaging (ISBI); Washington DC. 2006. p. 1308 - 1311.

40. Jingxin Nie, Tianming Liu, Geoffrey Young, Lei Guo, and Stephen TC Wong. Least-square conformal mapping with spring energy. In: International Symposium on Biomedical Imaging (ISBI); Washington DC. ;2006. p. 1308 - 1311.

39. Hai Li, Tianming Liu, Geoffrey Young, Lei Guo, and Stephen TC Wong. Brain tissue segmentation based on DWI/DTI data. In: International Symposium on Biomedical Imaging (ISBI); Washington DC. 2006. p. 442 - 445.

38. Tianming Liu, Geoffrey Young, Ling Huang, Nan-Kuei Chen, Stephen TC Wong. 76-space Analysis of Grey Matter Diffusivity: Methods and Applications. In: Medical Image Computing and Computer-Assisted Intervention (MICCAI); Palm Springs. 2005. p. 148-155.

37. Tianming Liu, Dinggang Shen, and Christos Davatzikos. Predictive Modeling of Anatomic Structures Using Canonical Correlation Analysis. In: International Symposium on Biomedical Imaging (ISBI); Washington DC. 2004. p. 1279- 1282.

36. Tianming Liu, Dinggang Shen, and Christos Davatzikos. Deformable Registration of Tumor-diseased Brain Images. In: Medical Image Computing and Computer-Assisted Intervention (MICCAI); St. Malo, France. 2004. p. 720-728.

35. Tianming Liu, Dinggang Shen, and Christos Davatzikos. Deformable Registration of Cortical Structures via Hybrid Volumetric and Surface Warping. In: Medical Image Computing and Computer-Assisted Intervention (MICCAI); Montreal, Canada. 2003. p. 780-787.

Bioimaging (Selected):

34. Tao Wu,Jianfeng Lu, Yanting Lu, Tianming Liu, Jingyu Yang, Embryo Zebrafish Segmentation Using an Improved Hybrid Method, in press, Journal of Microscopy, 2013.

33. Jianfeng Lu, Tao Wu, Tianming Liu, Chen Chen,  Chunxia Zhao, Jingyu Yang, Automated Quantification of Zebrafish Somites, in press, Journal of Microscopy. 2012.

32. Anirban Mukhopadhyay, Zhen Qian, Suchi Bhandarkar, Tianming Liu, Sarah Rienhart, Morphological analysis of the left ventricular endocardial surface and its clinical implications, accepted, MICCAI 2012.

31. Yanting Lu, Jianfeng Lu, Tianming Liu, Jingyu Yang, Automated Gene Oscillation Phase Classification for Zebrafish Presomitic Mesoderm Cells, Cytometry, A, accepted, 2011.

30. Anirban Mukhopadhyay, Zhen Qian, Suchendra Bhandarkar, Tianming Liu, Szilard Voros, Shape analysis of left ventricular endocardial surface and its application in detecting coronary artery disease , Sixth International Conference on Functional Imaging and Modeling of the Heart (FIMH), accepted, 2011.

29. Yanting Lu, Jingfeng Lu, Tianming Liu, Jingyu Yang, Automated Cell Phase Classification for Zebrafish Fluorenscence Microscope Images, ICPR 2010.

28. Tianming Liu, Gang Li, Jingxin Nie, Ashley Tarokh, Xiaobo Zhou, Lei Guo, Jarema Malicki, Weiming Xia, Stephen TC Wong, An Automated Cell Detection Method for Cell Detection in Zebrafish, Neuroinformatics, 6(1):5-21, 2008.

27. Tianming Liu, Jingxin Nie, Gang Li, Lei Guo, Stephen Wong, ZFIQ: a software package for zebrafish biology, Bioinformatics, 24(3):438-9, 2007.

26. Tianming Liu. A quantitative zebrafish phenotyping tool for developmental biology and disease modeling. IEEE Signal and Processing Magazine. 2007;24(1):126-129.

25. William A. Campbell, Henrik Zetterberg, Stephanie Baulac, Tianming Liu, Stephen T. C. Wong, Tao Zhong, Weiming Xia. Zebrafish lacking Alzheimer presenilin enhancer 2 (Pen-2) demonstrate excessive p53-dependent apoptosis and neuronal loss. Journal of Neurochemistry. 2006;96:1423-40.

24. Gang Li, Tianming Liu, Jingxin Nie, Lei Guo, Jarema Malicki, Andrew Mara, Scott Holley, Weiming Xia, Stephen Wong. Detection of Blob Objects in Microscopic Zebrafish Images Based on Gradient Vector Diffusion. Cytometry A. 71(10):835-45, 2007.

23. Tianming Liu, J Lu, Y Wang, William A Campbell, Ling Huang, J Zhu, Weiming Xia, Stephen Wong. Computerized Image Analysis for Quantitative Neuronal Phenotyping in Zebrafish. Journal of Neuroscience Methods. 2006;153(2):190-202.

22. Gang Li, Tianming Liu, Jingxin N, Guo L, Andrew M, Holley S, Zhu J, Chen J, Wong STC. Segmentation of touching cell nuclei using gradient flow tracking, Journal of Microscopy, 231(1): 47-58, 2008.

21. Gang Li, Tianming Liu, Ashley Tarokh, Jingxin Nie, Lei Guo, Andrew Mara, Scott Holley, Stephen TC Wong, 3D Cell Segmentation Based on Gradient Flow Tracking, BMC Cell Biology, 8(1):40, 2007.

20. Li G, Tianming Liu, Nie J, Guo L, Stephen TC Wong. Segmentation of touching cells using gradient flow tracking. In: International Symposium of Biomedical Imaging (ISBI); Washington DC, April 2007.

19. Tianming Liu and A Docef. Eval-Ware: Medical Imaging Resources. IEEE Signal Processing Magazine. 2006;23(4):136-137.

Multimedia (Selected):

18. Shijie Zhao, Xi Jiang, Junwei Han, Xintao Hu, Dajiang Zhu, Jinglei Lv, Tuo Zhang, Lei Guo and Tianming Liu, Decoding Auditory Saliency from FMRI Brain Imaging, accepted, ACM Multimedia, 2014.

17. Tianming Liu, Xintao Hu, Xiaojin Li, Mo Chen, Junwei Han, Lei Guo, Merging Neuroimaging and Multimedia: Methods, Opportunities and Challenges, in press, IEEE Transactions on Human-Machine Systems, 2014.

16. Junwei Han, Kaiming Li, Xintao Hu, Sheng He, Lei Guo, Tianming Liu. Video abstraction based on fMRI-driven visual attention model, accepted, Information Sciences, 2014.

15. Jianquan Ouyang, Hao Zhen, Fanbin Kong, Tianming Liu, Visual Exploratory Search of Relationship Graphs on Smartphones, in press, PLOS One. 2013.

14. Junwei Han, Ming Xu, Xin Li, Lei Guo, Tianming Liu, Interactive Object-based Image Retrieval and Annotation on iPad, accepted, Multimedia Tools and Applications. 2013.

13. Junwei Han, Sheng He, Xiaoliang Qian, Dongyang Wang, Lei Guo, and Tianming Liu, An object-oriented visual saliency detection framework based on sparse coding representations, in press, IEEE Transactions on Circuits and Systems for Video Technology. 2012.

12. Xintao Hu, Kaiming Li, Junwei Han, Xian-Sheng Hua, Lei Guo, Tianming Liu, Bridging the Semantic Gap via Functional Brain Imaging, in press, IEEE Transactions on Multimedia, 2012.

11. Xi Jiang, Tuo Zhang, Xintao Hu, Lie Lu, Junwei Han, Lei Guo, Tianming Liu. Music/Speech Classification Using High-level Features Derived from fMRI Brain Imaging, in press, ACM Multimedia, 2012. 

10. Xiang Ji, Junwei Han, Xintao Hu, Kaiming Li, Fan Deng, Jun Fang, Lei Guo and Tianming Liu, Retrieving Video Shots in Semantic Brain Imaging Space Using Manifold-Ranking, in press, ICIP 2011.

9. Sheng He, Junwei Han, Xintao Hu, Ming Xu, Lei Guo, Tianming Liu, A Biologically Inspired Computational Model for Image Saliency Detection, in press, ACM Multimedia, 2011.

8. Xintao Hu, Fan Deng, Kaiming Li, Tuo Zhang, Hanbo Chen, Xi Jiang, Jinglei Lv, Dajiang Zhu, Li Xie, Carlos, Faraco, Degang Zhang, Arsham Mesbah, Junwei Han, Xian-Sheng Hua, Stephen Miller, Lei Guo, Tianming Liu, Bridging Low-level Features and High-level Semantics via fMRI Brain Imaging for Video Classification, accepted as a full paper, ACM Multimedia, 2010.

7. Kaiming Li, Tuo Zhang, Xintao Hu, Dajiang Zhu, Hanbo Chen, Xi Jiang, Fan Deng, Jinglei Lv, Carlos, Faraco, Degang Zhang, Arsham Mesbah, Junwei Han, Lie Lu, Xian-Sheng Hua, Lei Guo, Stephen Miller, Tianming Liu, Human-friendly Attention Models for Video Summarization , ACM 12th International Conference on Multimodal Interfaces (ICMI), No. 27, 2010.

6. Tianming Liu, Hong-Jiang Zhang, and Feihu Qi. A Systematic Rate Controller for MPEG-4 FGS Video Streaming. ACM/Springer Multimedia Systems. 2004;8(5):369-379.

5. Tianming Liu, Hong-Jiang Zhang, and Feihu Qi. A Novel Video Key Frame Extraction Algorithm based on Perceived Motion Energy Model. IEEE Transactions on Circuits and Systems for Video Technology. 2003;13(10):1006-1013.

4. Tianming Liu, Hong-Jiang Zhang, and Feihu Qi, Perceptual Frame Dropping in Adaptive Video Streaming, in, IEEE International Symposium on Circuits and Systems (ISCAS), Arizona, 2002. pp. Special section on Multimedia.

3. Tianming Liu, Hong-Jiang Zhang, and Feihu Qi, A Novel Video Key Frame Extraction Algorithm, in, IEEE International Symposium on Circuits and Systems (ISCAS), Arizona, 2002, pp. 149-152.

2. Tianming Liu, Wei Qi, Hong-Jiang Zhang, and Feihu Qi, A Systematic Rate Controller for MPEG-4 FGS Video Streaming, in, IEEE International Conference on Image Processing (ICIP), Greece, 2001, pp. 985-988.

1. Tianming Liu, Wei Qi, Hong-Jiang Zhang, and Feihu Qi, A Content-aware Rate Controller for Streamed Delivery of MPEG-4 FGS Video, in, IEEE International Conference on Multimedia and Expo (ICME), Tokyo Japan, 2001, pp. 669- 672.