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List of works by Anant Madabhushi

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Histopathological image analysis: a review

scientific article (publication date: 2009)
Deep learning for digital pathology image analysis: A comprehensive tutorial with selected use cases

scientific article published on 26 July 2016
Digital imaging in pathology: whole-slide imaging and beyond.

scientific article
Image analysis and machine learning in digital pathology: Challenges and opportunities

scientific article published on 04 July 2016
Computerized image-based detection and grading of lymphocytic infiltration in HER2+ breast cancer histopathology

scientific article
Stacked Sparse Autoencoder (SSAE) for Nuclei Detection on Breast Cancer Histopathology Images

scientific article published on 20 July 2015
A boosted Bayesian multiresolution classifier for prostate cancer detection from digitized needle biopsies.

scientific article
Accurate and reproducible invasive breast cancer detection in whole-slide images: A Deep Learning approach for quantifying tumor extent

scientific article
Automated detection of prostatic adenocarcinoma from high-resolution ex vivo MRI.

scientific article published on December 2005
Combining low-, high-level and empirical domain knowledge for automated segmentation of ultrasonic breast lesions.

scientific article published on February 2003
Intratumoral and peritumoral radiomics for the pretreatment prediction of pathological complete response to neoadjuvant chemotherapy based on breast DCE-MRI.

scientific article
Evaluation of prostate segmentation algorithms for MRI: the PROMISE12 challenge

scientific article
Expectation-maximization-driven geodesic active contour with overlap resolution (EMaGACOR): application to lymphocyte segmentation on breast cancer histopathology

scientific article published on 17 February 2010
Computerized image analysis for identifying triple-negative breast cancers and differentiating them from other molecular subtypes of breast cancer on dynamic contrast-enhanced MR images: a feasibility study

scientific article
Radiomic features from the peritumoral brain parenchyma on treatment-naïve multi-parametric MR imaging predict long versus short-term survival in glioblastoma multiforme: Preliminary findings.

scientific article
Assessment of algorithms for mitosis detection in breast cancer histopathology images

scientific article published on 29 November 2014
Computer-aided prognosis: predicting patient and disease outcome via quantitative fusion of multi-scale, multi-modal data

scientific article
New methods of MR image intensity standardization via generalized scale

scientific article published in September 2006
Central gland and peripheral zone prostate tumors have significantly different quantitative imaging signatures on 3 tesla endorectal, in vivo T2‐weighted MR imagery

scientific article published on February 15, 2012
A Deep Convolutional Neural Network for segmenting and classifying epithelial and stromal regions in histopathological images.

scientific article published on 17 February 2016
A deep learning architecture for image representation, visual interpretability and automated basal-cell carcinoma cancer detection

scientific article published on 01 January 2013
Mitosis detection in breast cancer pathology images by combining handcrafted and convolutional neural network features

scientific article published on 10 October 2014
Multifeature Landmark-Free Active Appearance Models: Application to Prostate MRI Segmentation

scientific article published on May 30, 2012
Multi-kernel graph embedding for detection, Gleason grading of prostate cancer via MRI/MRS

scientific article published on 13 December 2012
Textural kinetics: a novel dynamic contrast-enhanced (DCE)-MRI feature for breast lesion classification.

scientific article
Emerging Themes in Image Informatics and Molecular Analysis for Digital Pathology

scientific article
An integrated region-, boundary-, shape-based active contour for multiple object overlap resolution in histological imagery

scientific article
NCI Workshop Report: Clinical and Computational Requirements for Correlating Imaging Phenotypes with Genomics Signatures

scientific article
Multimodal wavelet embedding representation for data combination (MaWERiC): integrating magnetic resonance imaging and spectroscopy for prostate cancer detection

scientific article
Computer-Extracted Texture Features to Distinguish Cerebral Radionecrosis from Recurrent Brain Tumors on Multiparametric MRI: A Feasibility Study

scientific article published on 15 September 2016
Radiomics and radiogenomics in lung cancer: A review for the clinician

scientific article published on 8 November 2017
Multi-field-of-view framework for distinguishing tumor grade in ER+ breast cancer from entire histopathology slides

scientific article
A quantitative histomorphometric classifier (QuHbIC) identifies aggressive versus indolent p16-positive oropharyngeal squamous cell carcinoma.

scientific article
Interplay between intensity standardization and inhomogeneity correction in MR image processing

scientific article published in May 2005
Supervised multi-view canonical correlation analysis (sMVCCA): integrating histologic and proteomic features for predicting recurrent prostate cancer.

scientific article
Artificial intelligence in digital pathology - new tools for diagnosis and precision oncology

scientific article published on 09 August 2019
Radiomics Analysis on FLT-PET/MRI for Characterization of Early Treatment Response in Renal Cell Carcinoma: A Proof-of-Concept Study

scientific article published on April 2016
Cascaded discrimination of normal, abnormal, and confounder classes in histopathology: Gleason grading of prostate cancer

scientific article published on October 30, 2012
An active learning based classification strategy for the minority class problem: application to histopathology annotation.

scientific article
Determining histology-MRI slice correspondences for defining MRI-based disease signatures of prostate cancer

scientific article published on 21 January 2011
Computer-extracted Features Can Distinguish Noncancerous Confounding Disease from Prostatic Adenocarcinoma at Multiparametric MR Imaging.

scientific article
Co-occurring gland angularity in localized subgraphs: predicting biochemical recurrence in intermediate-risk prostate cancer patients

scientific article (publication date: 2014)
A hierarchical spectral clustering and nonlinear dimensionality reduction scheme for detection of prostate cancer from magnetic resonance spectroscopy (MRS).

scientific article published on September 2009
Spatial Architecture and Arrangement of Tumor-Infiltrating Lymphocytes for Predicting Likelihood of Recurrence in Early-Stage Non-Small Cell Lung Cancer

scientific article published on 10 September 2018
Evaluating stability of histomorphometric features across scanner and staining variations: prostate cancer diagnosis from whole slide images

scientific article
A deep learning based strategy for identifying and associating mitotic activity with gene expression derived risk categories in estrogen receptor positive breast cancers.

scientific article
Computer aided diagnostic tools aim to empower rather than replace pathologists: Lessons learned from computational chess

scientific article published on June 14, 2011
A boosting cascade for automated detection of prostate cancer from digitized histology

scientific article published on 01 January 2006
A Radio-genomics Approach for Identifying High Risk Estrogen Receptor-positive Breast Cancers on DCE-MRI: Preliminary Results in Predicting OncotypeDX Risk Scores

scientific article
Radiomic features for prostate cancer detection on MRI differ between the transition and peripheral zones: Preliminary findings from a multi-institutional study

scientific article published on 19 December 2016

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