图像处理代码
Research Codes
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CVPR 2012:
[1]?????????M. Yang, L. Zhang, D. Zhang and S. Wang, “Relaxed?Collaborative Representation for Pattern Classification,” in?CVPR 2012. (paper) (code will be available soon)
[2]?????????S. Wang, L. Zhang, Y. Liang and Q. Pan, “Semi-Coupled Dictionary Learning with Applications to Image Super-Resolution and Photo-Sketch Image Synthesis,” in?CVPR 2012. (paper) (code will be available soon)
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ICCV 2011:
[3]?????????L. Zhang, M. Yang and X. Feng, “Sparse Representation or Collaborative Representation: Which Helps Face Recognition?” in?ICCV 2011. (paper,?code)
[4]?????????M. Yang, L. Zhang, X. Feng?and D. Zhang, “Fisher Discrimination Dictionary Learning for Sparse Representation,” in?ICCV 2011. (paper,?code)
[5]?????????L. Zhang, P. Zhu, Q. Hu?and D. Zhang, “A Linear Subspace Learning Approach via Sparse Coding,” in?ICCV 2011. (paper,?code)(Some errors in the experimental results on MPIE database were corrected.)
[6]?????????W. Dong, L. Zhang and G. Shi, “Centralized Sparse Representation for Image Restoration,” in?ICCV 2011. (paper,?code)
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CVPR 2011:
[7]???????? Meng Yang, Lei Zhang, Jian Yang and David Zhang, “Robust Sparse Coding for Face Recognition,” CVPR 2011.?(paper) (code)
?????This work presents a general sparse coding method which can handle the face occlusion and corruption very effectively!
[8]???????? Weisheng Dong, Xin Li, Lei Zhang and Guangming Shi, “Sparsity-based Image Denoising via Dictionary Learning and Structural Clustering,” CVPR 2011 (oral).?(paper) (code)
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ECCV 2010:
[9]???????? M. Yang and L. Zhang, “Gabor Feature based Sparse Representation for Face Recognition with Gabor Occlusion Dictionary,”?ECCV 2010.?(code)
[10]???? W. Lian and Lei Zhang, “Rotation invariant non-rigid shape matching in cluttered scenes,”?ECCV 2010.(code)
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Image Quality Assessment
[11]???? Lin Zhang, Lei Zhang, X. Mou and D. Zhang, “FSIM: A Feature Similarity Index for Image Quality Assessment,”?IEEE Trans. Image Processing,?vol. 20, no. 8, pp. 2378-2386, 2011.?(paper,?website & code)
[12]???? Lin Zhang, Lei Zhang and Xuanqin Mou, “RFSIM: A FEATURE BASED IMAGE QUALITY ASSESSMENT METRIC USING RIESZ TRANSFORMS,”?ICIP 2010.?(code)
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Image Interpolation, Restoration and Video Super-resolution
[13]???? W. Dong, L. Zhang, G. Shi and X. Wu, “Image deblurring and supper-resolution by adaptive sparse domain selection and adaptive regularization,” accepted in?IEEE Trans. on Image Processing.?(paper,?matlab? code & website)
[14]???? L. Zhang and X. Wu, “An edge-guided image interpolation algorithm via directional filtering and data fusion,”?IEEE Trans. on Image Processing,?vol. 15, pp. 2226-2238, Aug. 2006.?(paper,?matlab?code)
[15]???? Weisheng Dong, Lei Zhang, Guangming Shi, Xiaolin Wu, “NONLOCAL BACK-PROJECTION FOR ADAPTIVE IMAGE ENLARGEMENT”,?ICIP?2009.?(code)?(a small bug has been fixed)
[16]???? L. Zhang, X. Li and D. Zhang, “Image Denoising and Zooming under the LMMSE Framework,” to appear in?IET Image Processing.?(paper) (code)
[17]???? Huihui Song, Lei Zhang, Peikang Wang, Kaihua Zhang and Xin Li, “AN ADAPTIVE L1-L2 HYBRID ERROR MODEL TO SUPER-RESOLUTION,”?ICIP 2010.?(code)
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Image Segmentation
[18]???? B. Peng, L. Zhang and D. Zhang, “Automatic Image Segmentation by Dynamic Region Merging”,?IEEE Trans. Image Processing, vol. 12, no. 12, pp. 3592-3605, 2011.?(paper,?software,?website) (Source code)
[19]???? B. Peng, L. Zhang, D. Zhang and J. Yang, “Image Segmentation by Iterated Region Merging with Localized Graph Cuts”, to appear in?Pattern Recognition.?(paper) (software)
[20]???? K. Zhang, L. Zhang, H. Song and W. Zhou, “Active contours with selective local or global segmentation: a new formulation and level set method,”?Image and Vision Computing, vol. 28, issue 4, pp. 668-676, April 2010.?(paper,?matlab?code,?website)
[21]???? K. Zhang, H. Song and L. Zhang, “Active Contours Driven by Local Image Fitting Energy,”?Pattern recognition, vol. 43, issue 4, pp. 1199-1206, April 2010.?(paper,?matlab?code)
[22]???? J. Ning, L. Zhang, D. Zhang and C. Wu, “Interactive Image Segmentation by Maximal Similarity based Region Merging,”?Pattern Recognition, vol. 43, pp. 445-456, Feb, 2010.?(paper,?website & code)
[23]???? Kaihua Zhang, Lei Zhang and Su Zhang, “A Variational Multiphase Level Set Approach to Simultaneous Segmentation and Bias Correction,”?ICIP 2010.?(code)
[24]???? Bo Peng, Lei Zhang and Jian Yang, “Iterated Graph Cuts for Image Segmentation,”?ACCV?2009.(software)
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Image Denoising
[25]???? L. Zhang, W. Dong, D. Zhang and G. Shi, “Two-stage Image Denoising by Principal Component Analysis with Local Pixel Grouping,”?Pattern Recognition, vol. 43, issue 4, pp. 1531-1549, April 2010.?(paper,matlab?code,?website)?(Code optimized!)
[26]???? L. Zhang, B. Paul and X. Wu, “Multiscale LMMSE-based image denoising with optimal wavelet selection,”?IEEE Trans. on Circuits and Systems for Video Technology,?vol. 15, pp. 469-481, April 2005.(paper,?matlab?code)
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Color Demosaicking and Joint Demosaicking-Denoising, etc
[27]???? L. Zhang, X. Wu, A. Buades, and X. Li, "Color Demosaicking by Local Directional Interpolation and Non-local Adaptive Thresholding,"?Journal of Electronic Imaging?20(2), 023016 (Apr-Jun 2011), DOI:10.1117/1.3600632.(paper,?website and dataset,?code)
[28]???? Lei Zhang, Weisheng Dong, Xiaolin Wu, Guangming Shi, “Spatial-Temporal Color Video Reconstruction from Noisy CFA Sequence,”?IEEE Trans. on Circuits and Systems for Video Technology, vol. 20, no. 6, pp. 838-847, June 2010.?(paper,?website, source code will be available soon)
[29]???? L. Zhang,R. Lukac, X. Wu and D. Zhang, “PCA-based Spatially Adaptive Denoising of CFA Images for Single-Sensor Digital Cameras,”?IEEE Trans. on Image Processing, vol. 18, no. 4, pp. 797-812, April 2009.(paper,?matlab?code,?website)
[30]???? L. Zhang, X. Wu and D. Zhang, “Color Reproduction from Noisy CFA Data of Single Sensor Digital Cameras,”?IEEE Trans. Image Processing, vol. 16, no. 9, pp. 2184-2197, Sept. 2007.??(paper,?matlab?code,website)
[31]???? L. Zhang and X. Wu, “Color demosaicking via directional linear minimum mean square-error estimation,”?IEEE Trans. on Image Processing,?vol. 14, pp. 2167-2178, Dec. 2005.?(paper,?matlab?code)
[32]???? L. Zhang and D. Zhang, “A joint demosaicking-zooming scheme for single chip digital color cameras”,Computer Vision and Image? Understanding, Special issue on Color Image Processing, vol. 107, pp. 14-25, July-Aug, 2007.?(paper,?matlab?code)
[33]???? X. Wu and L. Zhang, “Improvement of color video demosaicking in temporal domain,”?IEEE Trans. on Image Processing,?vol. 15, pp. 3138-3151, Oct. 2006.?(paper,?software)
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Edge Detection and Corner Detection
[34]???? B. Paul, L. Zhang and X. Wu, “Canny edge detection enhancement by scale multiplication,”?IEEE. Trans. on Pattern Analysis and Machine Intelligence, vol. 27, pp. 1485-1490, Sept. 2005.?(paper,?matlabcode)
[35]???? Lin Zhang, Lei Zhang and D. Zhang, “A Multi-Scale Bilateral Structure Tensor Based?Corner Detector,”ACCV?2009.?(code)
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Point Set Matching and Shape Matching
[36]???? W. Lian, L. Zhang and D. Zhang, “Rotation Invariant Nonrigid Point Set Matching in Cluttered Scenes,”IEEE Trans. Image Processing, to appear, 2012.?(paper,?source code)
[37]?????W. Lian,L. Zhang, Y. Liang and Q. Pan, “A Quadratic Programming based Cluster Correspondence Projection Algorithm for Fast Point Matching,”?Computer Vision and Image Understanding, Vol. 114, Issue 3, pp. 322-333, March 2010.(paper,?matlab?code)
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Object Tracking
[38]?????J. Ning, L. Zhang, D. Zhang and C. Wu, “Scale and Orientation Adaptive Mean Shift Tracking,” to appear in?IET Computer Vision.?(paper,?website.?matlab?code)
[39]???? J. Ning, L. Zhang, D. Zhang and C. Wu, “Robust Mean Shift Tracking with Corrected Background-Weighted Histogram,” to appear in?IET Computer Vision.?(paper,?website.?matlab?code)?(We prove that the background-weighted histogram in the original mean-shift tracking method is incorrect.)
[40]???? J. Ning, L. Zhang, D. Zhang and C. Wu, “Robust Object Tracking using Joint Color-Texture Histogram,”International Journal of Pattern Recognition and Artificial Intelligence, vol. 23, No. 7 (2009) 1245–1263.(paper,?matlab?code)
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Texture Classification
[41]???? Z. Guo, L. Zhang and D. Zhang, “A Completed Modeling of Local Binary Pattern Operator for Texture Classification,”?IEEE Trans. on Image Processing, vol. 19, no. 6, pp. 1657-1663, June 2010.?(paper,?matlabcode)?(a small bug in the code is fixed)
[42]???? Z. Guo, L. Zhang and D. Zhang, “Rotation Invariant Texture Classification using LBP Variance (LBPV) with Global Matching”,?Pattern Recognition, vol. 43, no. 3, pp. 706-719, Mar. 2010.?(paper,?matlab?code)
[43]???? Lin Zhang, Lei Zhang, Zhenhua Guo and David Zhang, “MONOGENIC-LBP: A NEW APPROACH FOR ROTATION INVARIANT TEXTURE CLASSIFICATION,”?ICIP 2010.?(code)
[44]???? Zhenhua Guo, Lei Zhang, David Zhang and Su Zhang, “Rotation Invariant Texture Classification Using Adaptive LBP with Directional Statistical Features,”?ICIP 2010.?(code)
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Image Retrieval
[45]???? Guang-Hai Liu, Lei Zhang,Ying-Kun Hou, Zuo-yong Li and Jing-Yu Yang, “Image Retrieval Based on Multi-Texton Histogram,” accepted by?Pattern Recognition.?(paper,?code)
[46]???? G. Liu, Z. Li, L. Zhang and Y. Xu, “Image Retrieval based on Micro-structure Descriptor,” to appear inPattern Recognition.?(paper) (code)
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Face Recognition
[47]???? Meng Yang, Lei Zhang, Daivd Zhang and Jian Yang, “Metaface Learning for Sparse Representation based Face Recognition,”?ICIP 2010.?(code)
[48]???? Z. Guo, L. Zhang, D. Zhang and X.Q. Mou, “HIERARCHICAL MULTISCALE LBP FOR FACE AND PALMPRINT RECOGNITION,”?ICIP 2010.?(code)
[49]?????Q. Gao, L. Zhang and D. Zhang, “Face Recognition using FLDA with Single Training Image Per-person,”?Applied Mathematics and Computation, vol. 205, pp. 726-734, 2008.?(paper,?code)
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Medical Image Processing and Enhancement
[50]???? B. Paul and L. Zhang “Noise Reduction for Magnetic Resonance Images via Adaptive Multiscale Products Thresholding,”?IEEE Trans. on Medical Imaging, vol.22, pp. 1089-1099, Sep. 2003.?(paper,?matlabcode)
[51]???? Bob Zhang, Lin Zhang, Lei Zhang and Fakhri Karray, “Retinal Vessel Extraction by Matched Filter with First-Order Derivative of Gaussian,”?Computers in Biology and Medicine,?Volume 40, Issue 4, April 2010, Pages 438-445.?(paper,?matlab?code)
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Bioinformatics
[52]???? C. Zheng, L. Zhang, T. Ng, C. Shiu and D. Huang, “Molecular Pattern Discovery Based on Penalized Matrix Decomposition”, accepted by?IEEE/ACM Transactions on Computational Biology and Bioinformatics.(paper,?code)
[53]???? C. Zheng, L. Zhang, T. Ng, and C. Shiu, “Metasample Based Sparse Representation for Tumor Classification,” accepted by?IEEE/ACM Transactions on Computational Biology and Bioinformatics.?(paper,code)
[54]???? C. Zheng, D. Huang, L. Zhang and X. Kong, “Tumor Clustering Using Nonnegative Matrix Factorization with Gene Selection,”?IEEE Trans. Information Technology in Biomedicine, vol. 13, no. 4, pp.599-607, July 2009.?(paper,?code)
Lei Zhang’s homepage
總結
