Publications

2020
Raja Muhammad Saad Bashir, Hanya Mahmood, Muhammad Shaban, Shan-e-Ahmed Raza, Muhammad Moazam Fraz, Syed Ali Khurram, and Nasir M. Rajpoot. 2020. “Automated grade classification of oral epithelial dysplasia using morphometric analysis of histology images.” In Medical Imaging 2020: Digital Pathology, Houston, TX, USA, February 15-20, 2020, edited by John E. Tomaszewski and Aaron D. Ward, 11320: Pp. 1132011. SPIE. Publisher's Version
Muhammad Shaban, Ruqayya Awan, Muhammad Moazam Fraz, Ayesha Azam, Yee-Wah Tsang, David R. J. Snead, and Nasir M. Rajpoot. 2020. “Context-Aware Convolutional Neural Network for Grading of Colorectal Cancer Histology Images.” IEEE Trans. Medical Imaging, 39, 7, Pp. 2395–2405. Publisher's Version
M. M. Fraz, Syed Ali Khurram, Simon Graham, Muhammad Shaban, M. Hassan, A. Loya, and Nasir M. Rajpoot. 2020. “FABnet: feature attention-based network for simultaneous segmentation of microvessels and nerves in routine histology images of oral cancer.” Neural Comput. Appl., 32, 14, Pp. 9915–9928. Publisher's Version
2019
Yanning Zhou, Simon Graham, Navid Alemi Koohbanani, Muhammad Shaban, Pheng-Ann Heng, and Nasir M. Rajpoot. 2019. “CGC-Net: Cell Graph Convolutional Network for Grading of Colorectal Cancer Histology Images.” In 2019 IEEE/CVF International Conference on Computer Vision Workshops, ICCV Workshops 2019, Seoul, Korea (South), October 27-28, 2019, Pp. 388–398. IEEE. Publisher's Version
Yanning Zhou, Simon Graham, Navid Alemi Koohbanani, Muhammad Shaban, Pheng-Ann Heng, and Nasir M. Rajpoot. 2019. “CGC-Net: Cell Graph Convolutional Network for Grading of Colorectal Cancer Histology Images.” CoRR, abs/1909.01068. Publisher's Version
Muhammad Shaban, Ruqayya Awan, Muhammad Moazam Fraz, Ayesha Azam, David R. J. Snead, and Nasir M. Rajpoot. 2019. “Context-Aware Convolutional Neural Network for Grading of Colorectal Cancer Histology Images.” CoRR, abs/1907.09478. Publisher's Version
Muhammad Shaban, Arif Mahmood, Somaya Ali Al-Máadeed, and Nasir M. Rajpoot. 2019. “An information fusion framework for person localization via body pose in spectator crowds.” Inf. Fusion, 51, Pp. 178–188. Publisher's Version
Shan Ahmed e Raza, Linda Cheung, Muhammad Shaban, Simon Graham, David B. A. Epstein, Stella Pelengaris, Michael Khan, and Nasir M. Rajpoot. 2019. “Micro-Net: A unified model for segmentation of various objects in microscopy images.” Medical Image Anal., 52, Pp. 160–173. Publisher's Version
2018
Simon Graham, Muhammad Shaban, Talha Qaiser, Syed Ali Khurram, and Nasir M. Rajpoot. 2018. “Classification of lung cancer histology images using patch-level summary statistics.” In Medical Imaging 2018: Digital Pathology, Houston, Texas, United States, 10-15 February 2018, edited by John E. Tomaszewski and Metin N. Gurcan, 10581: Pp. 1058119. SPIE. Publisher's Version
Ruqayya Awan, Navid Alemi Koohbanani, Muhammad Shaban, Anna Lisowska, and Nasir M. Rajpoot. 2018. “Context-Aware Learning Using Transferable Features for Classification of Breast Cancer Histology Images.” In Image Analysis and Recognition - 15th International Conference, ICIAR 2018, Póvoa de Varzim, Portugal, June 27-29, 2018, Proceedings, edited by Aurélio Campilho, Fakhri Karray, and Bart M. Haar ter Romeny, 10882: Pp. 788–795. Springer. Publisher's Version
Ruqayya Awan, Navid Alemi Koohbanani, Muhammad Shaban, Anna Lisowska, and Nasir M. Rajpoot. 2018. “Context-Aware Learning using Transferable Features for Classification of Breast Cancer Histology Images.” CoRR, abs/1803.00386. Publisher's Version
Quoc Dang Vu, Simon Graham, Minh Nguyen Nhat To, Muhammad Shaban, Talha Qaiser, Navid Alemi Koohbanani, Syed Ali Khurram, Tahsin M. Kurç, Keyvan Farahani, Tianhao Zhao, Rajarsi R. Gupta, Jin Tae Kwak, Nasir M. Rajpoot, and Joel H. Saltz. 2018. “Methods for Segmentation and Classification of Digital Microscopy Tissue Images.” CoRR, abs/1810.13230. Publisher's Version
Shan-e-Ahmed Raza, Linda Cheung, Muhammad Shaban, Simon Graham, David B. A. Epstein, Stella Pelengaris, Michael Khan, and Nasir M. Rajpoot. 2018. “Micro-Net: A unified model for segmentation of various objects in microscopy images.” CoRR, abs/1804.08145. Publisher's Version
Najah Alsubaie, Muhammad Shaban, David R. J. Snead, Syed Ali Khurram, and Nasir M. Rajpoot. 2018. “A Multi-resolution Deep Learning Framework for Lung Adenocarcinoma Growth Pattern Classification.” In Medical Image Understanding and Analysis - 22nd Conference, MIUA 2018, Southampton, UK, July 9-11, 2018, Proceedings, edited by Mark S. Nixon, Sasan Mahmoodi, and Reyer Zwiggelaar, 894: Pp. 3–11. Springer. Publisher's Version
Navid Alemi Koohbanani, Talha Qaiser, Muhammad Shaban, Jevgenij Gamper, and Nasir M. Rajpoot. 2018. “Significance of Hyperparameter Optimization for Metastasis Detection in Breast Histology Images.” In Computational Pathology and Ophthalmic Medical Image Analysis - First International Workshop, COMPAY 2018, and 5th International Workshop, OMIA 2018, Held in Conjunction with MICCAI 2018, Granada, Spain, September 16-20, 2018, Proceedings, edited by Danail Stoyanov, Zeike Taylor, Francesco Ciompi, Yanwu Xu, Anne L. Martel, Lena Maier-Hein, Nasir M. Rajpoot, Jeroen van der Laak, Mitko Veta, Stephen J. McKenna, David R. J. Snead, Emanuele Trucco, Mona Kathryn Garvin, Xin Jan Chen, and Hrvoje Bogunovic, 11039: Pp. 139–147. Springer. Publisher's Version
M. M. Fraz, Muhammad Shaban, Simon Graham, Syed Ali Khurram, and Nasir M. Rajpoot. 2018. “Uncertainty Driven Pooling Network for Microvessel Segmentation in Routine Histology Images.” In Computational Pathology and Ophthalmic Medical Image Analysis - First International Workshop, COMPAY 2018, and 5th International Workshop, OMIA 2018, Held in Conjunction with MICCAI 2018, Granada, Spain, September 16-20, 2018, Proceedings, edited by Danail Stoyanov, Zeike Taylor, Francesco Ciompi, Yanwu Xu, Anne L. Martel, Lena Maier-Hein, Nasir M. Rajpoot, Jeroen van der Laak, Mitko Veta, Stephen J. McKenna, David R. J. Snead, Emanuele Trucco, Mona Kathryn Garvin, Xin Jan Chen, and Hrvoje Bogunovic, 11039: Pp. 156–164. Springer. Publisher's Version
2017
Abhinav Agarwalla, Muhammad Shaban, and Nasir M. Rajpoot. 2017. “Representation-Aggregation Networks for Segmentation of Multi-Gigapixel Histology Images.” CoRR, abs/1707.08814. Publisher's Version