TY - JOUR AU - Irshad, H. AU - Veillard, A. AU - Roux, L. AU - Racoceanu, D. PY - 2014 DA - 2014// TI - Methods for nuclei detection, segmentation, and classification in digital histopathology: a review–current status and future potential JO - IEEE Rev Biomed Eng VL - 7 UR - https://doi.org/10.1109/RBME.2013.2295804 DO - 10.1109/RBME.2013.2295804 ID - Irshad2014 ER - TY - JOUR AU - Xu, J. AU - Xiang, L. AU - Liu, Q. AU - Gilmore, H. AU - Wu, J. AU - Tang, J. AU - Madabhushi, A. PY - 2016 DA - 2016// TI - Stacked sparse autoencoder (SSAE) for nuclei detection on breast cancer histopathology images JO - IEEE Trans Med Imaging VL - 35 UR - https://doi.org/10.1109/TMI.2015.2458702 DO - 10.1109/TMI.2015.2458702 ID - Xu2016 ER - TY - JOUR AU - Spanhol, F. A. AU - Oliveira, L. S. AU - Petitjean, C. AU - Heutte, L. PY - 2016 DA - 2016// TI - A dataset for breast cancer histopathological image classification JO - IEEE Trans Biomed Eng VL - 63 UR - https://doi.org/10.1109/TBME.2015.2496264 DO - 10.1109/TBME.2015.2496264 ID - Spanhol2016 ER - TY - JOUR AU - Kather, J. N. AU - Weis, C. -. A. AU - Bianconi, F. AU - Melchers, S. M. AU - Schad, L. R. AU - Gaiser, T. AU - Marx, A. AU - Zöllner, F. G. PY - 2016 DA - 2016// TI - Multi-class texture analysis in colorectal cancer histology JO - Sci Reports VL - 6 ID - Kather2016 ER - TY - JOUR AU - Linder, N. AU - Konsti, J. AU - Turkki, R. AU - Rahtu, E. AU - Lundin, M. AU - Nordling, S. AU - Haglund, C. AU - Ahonen, T. AU - Pietikäinen, M. AU - Lundin, J. PY - 2012 DA - 2012// TI - Identification of tumor epithelium and stroma in tissue microarrays using texture analysis JO - Diagn Pathol VL - 7 UR - https://doi.org/10.1186/1746-1596-7-22 DO - 10.1186/1746-1596-7-22 ID - Linder2012 ER - TY - STD TI - Bruno DOT, do Nascimento MZ, Ramos RP, Batista VR, Neves LA, Martins AS, Lbp operators on curvelet coefficients as an algorithm to describe texture in breast cancer tissues. Expert Syst Appl. 2016;55:329–40. ID - ref6 ER - TY - JOUR AU - Ribeiro, M. G. AU - Neves, L. A. AU - do Nascimento, M. Z. AU - Roberto, G. F. AU - Martins, A. S. AU - Tosta, T. A. A. PY - 2019 DA - 2019// TI - Classification of colorectal cancer based on the association of multidimensional and multiresolution features JO - Expert Syst Appl VL - 120 UR - https://doi.org/10.1016/j.eswa.2018.11.034 DO - 10.1016/j.eswa.2018.11.034 ID - Ribeiro2019 ER - TY - STD TI - Vo AP, Oraintara S, Nguyen TT. Using phase and magnitude information of the complex directional filter bank for texture image retrieval. In: 2007 IEEE International Conference on Image Processing, 2007;4, p. 61. IEEE. ID - ref8 ER - TY - JOUR AU - He, J. AU - Ji, H. AU - Yang, X. PY - 2013 DA - 2013// TI - Rotation invariant texture descriptor using local shearlet-based energy histograms JO - IEEE Signal Process Lett VL - 20 UR - https://doi.org/10.1109/LSP.2013.2267730 DO - 10.1109/LSP.2013.2267730 ID - He2013 ER - TY - JOUR AU - Zhou, S. AU - Shi, J. AU - Zhu, J. AU - Cai, Y. AU - Wang, R. PY - 2013 DA - 2013// TI - Shearlet-based texture feature extraction for classification of breast tumor in ultrasound image JO - Biomed Signal Process Control VL - 8 UR - https://doi.org/10.1016/j.bspc.2013.06.011 DO - 10.1016/j.bspc.2013.06.011 ID - Zhou2013 ER - TY - JOUR AU - Dong, Y. AU - Tao, D. AU - Li, X. AU - Ma, J. AU - Pu, J. PY - 2015 DA - 2015// TI - Texture classification and retrieval using shearlets and linear regression JO - IEEE Trans Cybernet VL - 45 UR - https://doi.org/10.1109/TCYB.2014.2326059 DO - 10.1109/TCYB.2014.2326059 ID - Dong2015 ER - TY - STD TI - Meshkini K, Ghassemian H. Texture classification using Shearlet transform and GLCM. In: 2017 Iranian Conference on Electrical Engineering (ICEE), 2017;1845–1850. IEEE. ID - ref12 ER - TY - STD TI - Song Y, Chang, H, Gao Y, Liu S, Zhang D, Yao J, Chrzanowski W, Cai W. Feature learning with component selective encoding for histopathology image classification. In: IEEE 15th International Symposium on Biomedical Imaging (ISBI 2018), 2018;257–260. IEEE. ID - ref13 ER - TY - STD TI - Gupta V, Bhavsar A. Sequential modeling of deep features for breast cancer histopathological image classification. In: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition Workshops, 2018;2254–2261. ID - ref14 ER - TY - STD TI - Wang C, Shi J, Zhang Q, Ying S. Histopathological image classification with bilinear convolutional neural networks. In: 2017 39th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), 2017;4050–4053. IEEE. ID - ref15 ER - TY - STD TI - Alinsaif S, Lang J. Histological image classification using deep features and transfer learning. In: 2020 17th Conference on Computer and Robot Vision (CRV), 2020;101–108. IEEE. ID - ref16 ER - TY - STD TI - Qu J, Hiruta N, Terai K, Nosato H, Murakawa M, Sakanashi H. Gastric pathology image classification using stepwise fine-tuning for deep neural networks. J Healthc Eng. 2018;2018: ID - ref17 ER - TY - STD TI - Therrien R, Doyle S. Role of training data variability on classifier performance and generalizability. In: Medical Imaging 2018: Digital Pathology, vol. 10581, p. 1058109 (2018). International Society for Optics and Photonics. ID - ref18 ER - TY - JOUR AU - Soh, L. -. K. AU - Tsatsoulis, C. PY - 1999 DA - 1999// TI - Texture analysis of SAR sea ice imagery using gray level co-occurrence matrices JO - IEEE Trans Geosci Remote Sens VL - 37 UR - https://doi.org/10.1109/36.752194 DO - 10.1109/36.752194 ID - Soh1999 ER - TY - JOUR AU - Haralick, R. M. AU - Shanmugam, K. PY - 1973 DA - 1973// TI - Others: textural features for image classification JO - IEEE Trans Syst Man Cybern VL - 6 UR - https://doi.org/10.1109/TSMC.1973.4309314 DO - 10.1109/TSMC.1973.4309314 ID - Haralick1973 ER - TY - JOUR AU - Ojala, T. AU - Pietikäinen, M. AU - Mäenpää, T. PY - 2002 DA - 2002// TI - Multiresolution gray-scale and rotation invariant texture classification with local binary patterns JO - IEEE Trans Pattern Anal Mach Intell VL - 7 UR - https://doi.org/10.1109/TPAMI.2002.1017623 DO - 10.1109/TPAMI.2002.1017623 ID - Ojala2002 ER - TY - STD TI - García-Olalla O, Alegre E, Fernández-Robles L, González-Castro V. Local oriented statistics information booster (losib) for texture classification. In: 2014 22nd International Conference on Pattern Recognition, 2014;1114–1119. IEEE. ID - ref22 ER - TY - STD TI - Costa AF, Humpire-Mamani G, Traina AJM. An efficient algorithm for fractal analysis of textures. In: 2012 25th SIBGRAPI Conference on Graphics, Patterns and Images (SIBGRAPI), pp. 39–46 (2012). IEEE. ID - ref23 ER - TY - STD TI - Kutyniok G, Labate D. Introduction to shearlets. Shearlets. 2012;1–38: ID - ref24 ER - TY - BOOK AU - Cristianini, N. AU - Shawe-Taylor, J. PY - 2000 DA - 2000// TI - An introduction to support vector machines and other kernel-based learning methods PB - Cambridge University Press CY - Cambridge UR - https://doi.org/10.1017/CBO9780511801389 DO - 10.1017/CBO9780511801389 ID - Cristianini2000 ER - TY - JOUR AU - Breiman, L. PY - 1996 DA - 1996// TI - Bagging predictors JO - Mach Learn VL - 24 ID - Breiman1996 ER - TY - BOOK AU - Breiman, L. AU - Friedman, J. AU - Stone, C. J. AU - Olshen, R. A. PY - 1984 DA - 1984// TI - Classification and regression trees PB - CRC Press CY - Baco Raton ID - Breiman1984 ER - TY - STD TI - Došilović FK, Brčić M, Hlupić N. Explainable artificial intelligence: a survey. In: 2018 41st International Convention on Information and Communication Technology, Electronics and Microelectronics (MIPRO), 2018;0210–0215. IEEE. ID - ref28 ER - TY - STD TI - Alinsaif S, Lang J. Shearlet-based techniques for histological image classification. In: 2019 IEEE International Conference on Bioinformatics and Biomedicine (BIBM); 2019. ID - ref29 ER - TY - STD TI - Jonnalagedda P, Schmolze D, Bhanu B. [regular paper] mvpnets: Multi-viewing path deep learning neural networks for magnification invariant diagnosis in breast cancer. In: 2018 IEEE 18th International Conference on Bioinformatics and Bioengineering (BIBE), 2018;189–194. IEEE. ID - ref30 ER - TY - JOUR AU - Sellaro, T. L. AU - Filkins, R. AU - Hoffman, C. AU - Fine, J. L. AU - Ho, J. AU - Parwani, A. V. AU - Pantanowitz, L. AU - Montalto, M. PY - 2013 DA - 2013// TI - Relationship between magnification and resolution in digital pathology systems JO - J Pathol Inf VL - 4 UR - https://doi.org/10.4103/2153-3539.116866 DO - 10.4103/2153-3539.116866 ID - Sellaro2013 ER - TY - JOUR AU - Sirinukunwattana, K. AU - Pluim, J. P. AU - Chen, H. AU - Qi, X. AU - Heng, P. -. A. AU - Guo, Y. B. AU - Wang, L. Y. AU - Matuszewski, B. J. AU - Bruni, E. AU - Sanchez, U. PY - 2017 DA - 2017// TI - Gland segmentation in colon histology images: the glas challenge contest JO - Med Image Anal VL - 35 UR - https://doi.org/10.1016/j.media.2016.08.008 DO - 10.1016/j.media.2016.08.008 ID - Sirinukunwattana2017 ER - TY - STD TI - Reisenhofer R. The complex shearlet transform and applications to image quality assessment. Master’s thesis, Technische Universität Berlin 2014. ID - ref33 ER - TY - JOUR AU - Candès, E. J. AU - Donoho, D. L. PY - 2004 DA - 2004// TI - New tight frames of curvelets and optimal representations of objects with piecewise c2 singularities JO - Commun Pure Appl Math J Issued Courant Inst Math Sci VL - 57 UR - https://doi.org/10.1002/cpa.10116 DO - 10.1002/cpa.10116 ID - Candès2004 ER - TY - JOUR AU - Do, M. N. AU - Vetterli, M. PY - 2005 DA - 2005// TI - The contourlet transform: an efficient directional multiresolution image representation JO - IEEE Trans Image Process VL - 14 UR - https://doi.org/10.1109/TIP.2005.859376 DO - 10.1109/TIP.2005.859376 ID - Do2005 ER - TY - JOUR AU - Kutyniok, G. AU - Shahram, M. AU - Zhuang, X. PY - 2012 DA - 2012// TI - Shearlab: a rational design of a digital parabolic scaling algorithm JO - SIAM J Imaging Sci VL - 5 UR - https://doi.org/10.1137/110854497 DO - 10.1137/110854497 ID - Kutyniok2012 ER - TY - JOUR AU - Clausi, D. A. PY - 2002 DA - 2002// TI - An analysis of co-occurrence texture statistics as a function of grey level quantization JO - Can J Remote Sens VL - 28 UR - https://doi.org/10.5589/m02-004 DO - 10.5589/m02-004 ID - Clausi2002 ER - TY - STD TI - Pan Y, Liu L, Yang L, Wang Y. Texture feature extracting method based on local relative phase binary pattern. In: 2016 5th International Conference on Computer Science and Network Technology (ICCSNT), 2016;749–753. IEEE. ID - ref38 ER - TY - JOUR AU - Cai, L. AU - Wang, X. AU - Wang, Y. AU - Guo, Y. AU - Yu, J. AU - Wang, Y. PY - 2015 DA - 2015// TI - Robust phase-based texture descriptor for classification of breast ultrasound images JO - Biomed Eng Online VL - 14 UR - https://doi.org/10.1186/s12938-015-0022-8 DO - 10.1186/s12938-015-0022-8 ID - Cai2015 ER - TY - JOUR AU - Oppenheim, A. V. AU - Lim, J. S. PY - 1981 DA - 1981// TI - The importance of phase in signals JO - Proc IEEE VL - 69 UR - https://doi.org/10.1109/PROC.1981.12022 DO - 10.1109/PROC.1981.12022 ID - Oppenheim1981 ER - TY - BOOK AU - Harman, H. H. PY - 1976 DA - 1976// TI - Modern factor analysis PB - University of Chicago press CY - Chicago ID - Harman1976 ER - TY - STD TI - Stegmann MB, Sjöstrand K, Larsen R. Sparse modeling of landmark and texture variability using the orthomax criterion. In: Medical Imaging 2006: Image Processing, 2006;6144: 61441. International Society for Optics and Photonics. ID - ref42 ER - TY - JOUR AU - Zanaty, E. PY - 2012 DA - 2012// TI - Support vector machines (svms) versus multilayer perception (mlp) in data classification JO - Egyptian Inf J VL - 13 UR - https://doi.org/10.1016/j.eij.2012.08.002 DO - 10.1016/j.eij.2012.08.002 ID - Zanaty2012 ER - TY - STD TI - Hastie T, Tibshirani R. Classification by pairwise coupling. In: Advances in Neural Information Processing Systems, 1998;507–513. ID - ref44 ER - TY - STD TI - Platt J. Sequential minimal optimization: a fast algorithm for training support vector machines; 1998. ID - ref45 ER - TY - BOOK AU - Friedman, J. AU - Hastie, T. AU - Tibshirani, R. PY - 2001 DA - 2001// TI - The elements of statistical learning PB - Springer CY - Berlin ID - Friedman2001 ER - TY - JOUR AU - Breiman, L. PY - 2001 DA - 2001// TI - Random forests JO - Mach Learn VL - 45 UR - https://doi.org/10.1023/A:1010933404324 DO - 10.1023/A:1010933404324 ID - Breiman2001 ER - TY - JOUR AU - Ramalho, G. L. B. AU - Ferreira, D. S. AU - Rebouças Filho, P. P. AU - Medeiros, F. N. S. PY - 2016 DA - 2016// TI - Rotation-invariant feature extraction using a structural co-occurrence matrix JO - Measurement VL - 94 UR - https://doi.org/10.1016/j.measurement.2016.08.012 DO - 10.1016/j.measurement.2016.08.012 ID - Ramalho2016 ER - TY - STD TI - Gunning D. Explainable artificial intelligence (xai). Defense Advanced Research Projects Agency (DARPA), nd Web 2017;2. ID - ref49 ER -