Berkman Sahiner
Orcid: 0000-0003-2804-2264
According to our database1,
Berkman Sahiner
authored at least 152 papers
between 1990 and 2024.
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Bibliography
2024
J. Open Source Softw., April, 2024
Out-of-Distribution Detection and Data Drift Monitoring using Statistical Process Control.
CoRR, 2024
2023
Towards a Post-Market Monitoring Framework for Machine Learning-based Medical Devices: A case study.
CoRR, 2023
The stochastic digital human is now enrolling for in silico imaging trials - Methods and tools for generating digital cohorts.
CoRR, 2023
Knowledge-based in silico models and dataset for the comparative evaluation of mammography AI for a range of breast characteristics, lesion conspicuities and doses.
Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023
Assistance tools for the evaluation of machine learning algorithm performance: the decision tree-based tools developed by the Medical Imaging and Data Resource Center (MIDRC) Technology Development Project (TDP) 3c effort.
Proceedings of the Medical Imaging 2023: Image Perception, 2023
Proceedings of the Medical Imaging 2023: Computer-Aided Diagnosis, 2023
AFE-GAN: Synthesizing Electrocardiograms with Atrial Fibrillation Characteristics Using Generative Adversarial Networks.
Proceedings of the 45th Annual International Conference of the IEEE Engineering in Medicine & Biology Society, 2023
2022
Bayesian logistic regression for online recalibration and revision of risk prediction models with performance guarantees.
J. Am. Medical Informatics Assoc., 2022
Monitoring machine learning (ML)-based risk prediction algorithms in the presence of confounding medical interventions.
CoRR, 2022
Proceedings of the Uncertainty in Artificial Intelligence, 2022
Wait-time-saving analysis and clinical effectiveness of computer-aided triage and notification (CADt) devices based on queueing theory.
Proceedings of the Medical Imaging 2022: Image Perception, 2022
Proceedings of the Medical Imaging 2022: Image Perception, 2022
Proceedings of the Medical Imaging 2022: Computer-Aided Diagnosis, 2022
2021
Test Data Reuse for the Evaluation of Continuously Evolving Classification Algorithms Using the Area under the Receiver Operating Characteristic Curve.
SIAM J. Math. Data Sci., 2021
Proceedings of the Medical Imaging 2021: Computer-Aided Diagnosis, 2021
2020
Supplementing training with data from a shifted distribution for machine learning classifiers: adding more cases may not always help.
Proceedings of the Medical Imaging 2020: Image Perception, 2020
Mammographic Image Conversion Between Source and Target Acquisition Systems Using cGAN.
Proceedings of the Machine Learning in Medical Imaging - 11th International Workshop, 2020
2019
3-D Convolutional Neural Networks for Automatic Detection of Pulmonary Nodules in Chest CT.
IEEE J. Biomed. Health Informatics, 2019
Segmentation of follicles from CD8-stained slides of follicular lymphoma using deep learning.
Proceedings of the Medical Imaging 2019: Digital Pathology, 2019
Reproducibility of CT-based texture feature quantification of simulated and 3D-printed trabecular bone: influence of noise and reconstruction kernel.
Proceedings of the Medical Imaging 2019: Computer-Aided Diagnosis, 2019
Reducing overfitting of a deep learning breast mass detection algorithm in mammography using synthetic images.
Proceedings of the Medical Imaging 2019: Computer-Aided Diagnosis, 2019
2018
Assessment of computerized algorithms by comparing with human observers in binary classification tasks: a simulation study.
Proceedings of the Medical Imaging 2018: Image Perception, 2018
Proceedings of the Medical Imaging 2018: Image Perception, 2018
Test data reuse for evaluation of adaptive machine learning algorithms: over-fitting to a fixed 'test' dataset and a potential solution.
Proceedings of the Medical Imaging 2018: Image Perception, 2018
Proceedings of the Medical Imaging 2018: Image Perception, 2018
Creating synthetic digital slides using conditional generative adversarial networks: application to Ki67 staining.
Proceedings of the Medical Imaging 2018: Digital Pathology, 2018
Tumor microenvironment for follicular lymphoma: structural analysis for outcome prediction.
Proceedings of the Medical Imaging 2018: Digital Pathology, 2018
2017
IEEE Trans. Medical Imaging, 2017
FOXP3-stained image analysis for follicular lymphoma: optimal adaptive thresholding with maximal nucleus coverage.
Proceedings of the Medical Imaging 2017: Digital Pathology, 2017
Proceedings of the Medical Imaging 2017: Computer-Aided Diagnosis, 2017
Proceedings of the Medical Imaging 2017: Computer-Aided Diagnosis, 2017
The Good, The Bad, and The Ugly of Deploying and Adopting Machine Learning Based Models in Clinical Practice.
Proceedings of the AMIA 2017, 2017
2016
A Similarity Study of Interactive Content-Based Image Retrieval Scheme for Classification of Breast Lesions.
IEICE Trans. Inf. Syst., 2016
Proceedings of the Medical Imaging 2016: Image Perception, Observer Performance, and Technology Assessment, San Diego, California, United States, 27 February, 2016
Ranking inconsistencies in the assessment of digital breast tomosynthesis (DBT) reconstruction algorithms using a location-known task and a search task.
Proceedings of the Medical Imaging 2016: Image Perception, Observer Performance, and Technology Assessment, San Diego, California, United States, 27 February, 2016
Proceedings of the Medical Imaging 2016: Image Perception, Observer Performance, and Technology Assessment, San Diego, California, United States, 27 February, 2016
Proceedings of the Medical Imaging 2016: Computer-Aided Diagnosis, San Diego, California, United States, 27 February, 2016
2015
IEEE Trans. Biomed. Eng., 2015
Pattern Recognit., 2015
Classification of follicular lymphoma: the effect of computer aid on pathologists grading.
BMC Medical Informatics Decis. Mak., 2015
Improving CAD performance by seamless insertion of pulmonary nodules in chest CT exams.
Proceedings of the Medical Imaging 2015: Computer-Aided Diagnosis, 2015
Factors affecting uncertainty in lung nodule volume estimation with CT: comparisons of findings from two estimation methods in a phantom study.
Proceedings of the Medical Imaging 2015: Computer-Aided Diagnosis, 2015
Potential reasons for differences in CAD effectiveness evaluated using laboratory and clinical studies.
Proceedings of the Medical Imaging 2015: Computer-Aided Diagnosis, 2015
Efficient Hilbert transform-based alternative to Tofts physiological models for representing MRI dynamic contrast-enhanced images in computer-aided diagnosis of prostate cancer.
Proceedings of the Medical Imaging 2015: Computer-Aided Diagnosis, 2015
2014
Proceedings of the Medical Imaging 2014: Computer-Aided Diagnosis, 2014
2013
Detection of microcalcifications in breast tomosynthesis reconstructed with multiscale bilateral filtering regularization.
Proceedings of the Medical Imaging 2013: Computer-Aided Diagnosis, 2013
Neural network training by maximization of the area under the ROC curve: application to characterization of masses on breast ultrasound as malignant or benign.
Proceedings of the Medical Imaging 2013: Computer-Aided Diagnosis, 2013
Relating Fisher Information to Detectability of Changes in Nodule Characteristics with CT.
Proceedings of the Information Processing in Medical Imaging, 2013
2012
Seeing Is Believing: Video Classification for Computed Tomographic Colonography Using Multiple-Instance Learning.
IEEE Trans. Medical Imaging, 2012
Computer vision approach to detect colonic polyps in computed tomographic colonography.
Proceedings of the Medical Imaging 2012: Computer-Aided Diagnosis, 2012
Automatic detection of axillary lymphadenopathy on CT scans of untreated chronic lymphocytic leukemia patients.
Proceedings of the Medical Imaging 2012: Computer-Aided Diagnosis, 2012
Interactive content-based image retrieval (CBIR) computer-aided diagnosis (CADx) system for ultrasound breast masses using relevance feedback.
Proceedings of the Medical Imaging 2012: Computer-Aided Diagnosis, 2012
A similarity study between the query mass and retrieved masses using decision tree content-based image retrieval (DTCBIR) CADx system for characterization of ultrasound breast mass images.
Proceedings of the Medical Imaging 2012: Computer-Aided Diagnosis, 2012
An Experimental Comparison of Continuous Motion and Step-and-Shoot Modes in Digital Breast Tomosynthesis.
Proceedings of the Breast Imaging, 2012
Proceedings of the Breast Imaging, 2012
Proceedings of the 9th IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2012
2011
Similarity evaluation between query and retrieved masses using a content-based image retrieval (CBIR) CADx system for characterization of breast masses on ultrasound images: an observer study.
Proceedings of the Medical Imaging 2011: Computer-Aided Diagnosis, 2011
Computer-aided detection of breast masses in digital breast tomosynthesis (DBT): improvement of false positive reduction by optimization of object segmentation.
Proceedings of the Medical Imaging 2011: Computer-Aided Diagnosis, 2011
2010
Automated segmentation and tracking of coronary arteries in cardiac CT scans: comparison of performance with a clinically used commercial software.
Proceedings of the Medical Imaging 2010: Computer-Aided Diagnosis, 2010
Interobserver variability effects on computerized volume analysis of treatment response of head and neck lesions in CT.
Proceedings of the Medical Imaging 2010: Computer-Aided Diagnosis, 2010
Digital breast tomosynthesis: feasibility of automated detection of microcalcification clusters on projections views.
Proceedings of the Medical Imaging 2010: Computer-Aided Diagnosis, 2010
Digital breast tomosynthesis: computerized detection of microcalcifications in reconstructed breast volume using a 3D approach.
Proceedings of the Medical Imaging 2010: Computer-Aided Diagnosis, 2010
Association of a mammographic parenchymal pattern (MPP) descriptor with breast cancer risk: a case-control study.
Proceedings of the Medical Imaging 2010: Computer-Aided Diagnosis, 2010
2009
Evaluation of computerized detection of pulmonary embolism in independent data sets of computed tomographic pulmonary angiographic (CTPA) scans.
Proceedings of the Medical Imaging 2009: Computer-Aided Diagnosis, 2009
Automated segmentation of urinary bladder and detection of bladder lesions in multi-detector row CT urography.
Proceedings of the Medical Imaging 2009: Computer-Aided Diagnosis, 2009
A computer-aided diagnosis system for prediction of the probability of malignancy of breast masses on ultrasound images.
Proceedings of the Medical Imaging 2009: Computer-Aided Diagnosis, 2009
Comparison of computerized mass detection in digital breast tomosynthesis (DBT) mammograms and conventional mammograms.
Proceedings of the Medical Imaging 2009: Computer-Aided Diagnosis, 2009
Comparison of breast parenchymal pattern on prior mammograms of breast cancer patients and normal subjects.
Proceedings of the Medical Imaging 2009: Computer-Aided Diagnosis, 2009
2008
Performance Analysis of Three-Class Classifiers: Properties of a 3-D ROC Surface and the Normalized Volume Under the Surface for the Ideal Observer.
IEEE Trans. Medical Imaging, 2008
Classifier performance estimation under the constraint of a finite sample size: Resampling schemes applied to neural network classifiers.
Neural Networks, 2008
Automated segmentation and tracking of coronary arteries in ECG-gated cardiac CT scans.
Proceedings of the Medical Imaging 2008: Computer-Aided Diagnosis, 2008
Comparison of mammographic parenchymal patterns of normal subjects and breast cancer patients.
Proceedings of the Medical Imaging 2008: Computer-Aided Diagnosis, 2008
Breast mass segmentation on dynamic contrast-enhanced magnetic resonance scans using the level set method.
Proceedings of the Medical Imaging 2008: Computer-Aided Diagnosis, 2008
Concordance of computer-extracted image features with BI-RADS descriptors for mammographic mass margin.
Proceedings of the Medical Imaging 2008: Computer-Aided Diagnosis, 2008
Volume analysis of treatment response of head and neck lesions using 3D level set segmentation.
Proceedings of the Medical Imaging 2008: Computer-Aided Diagnosis, 2008
Proceedings of the Medical Imaging 2008: Computer-Aided Diagnosis, 2008
Automated detection of breast vascular calcification on full-field digital mammograms.
Proceedings of the Medical Imaging 2008: Computer-Aided Diagnosis, 2008
Characterization of posterior acoustic features of breast masses on ultrasound images using artificial neural network.
Proceedings of the Medical Imaging 2008: Computer-Aided Diagnosis, 2008
Design and evaluation of a new automated method for the segmentation and characterization of masses on ultrasound images.
Proceedings of the Medical Imaging 2008: Computer-Aided Diagnosis, 2008
Digital tomosynthesis mammography: comparison of mass classification using 3D slices and 2D projection views.
Proceedings of the Medical Imaging 2008: Computer-Aided Diagnosis, 2008
Classification of breast masses and normal tissues in digital tomosynthesis mammography.
Proceedings of the Medical Imaging 2008: Computer-Aided Diagnosis, 2008
Breast Mass Classification on Full-Field Digital Mammography and Screen-Film Mammography.
Proceedings of the Digital Mammography, 2008
Computerized Detection and Classification of Malignant and Benign Microcalcifications on Full Field Digital Mammograms.
Proceedings of the Digital Mammography, 2008
Detection of Masses in Digital Breast Tomosynthesis Mammography: Effects of the Number of Projection Views and Dose.
Proceedings of the Digital Mammography, 2008
2007
A dynamic multiple thresholding method for automated breast boundary detection in digitized mammograms.
Proceedings of the Medical Imaging 2007: Image Processing, 2007
Digital tomosynthesis mammography: intra- and interplane artifact reduction for high-contrast objects on reconstructed slices using a priori 3D geometrical information.
Proceedings of the Medical Imaging 2007: Image Processing, 2007
Automated detection of pulmonary embolism (PE) in computed tomographic pulmonary angiographic (CTPA) images: multiscale hierachical expectation-maximization segmentation of vessels and PEs.
Proceedings of the Medical Imaging 2007: Computer-Aided Diagnosis, 2007
Pulmonary nodule registration in serial CT scans using rib anatomy and nodule template matching.
Proceedings of the Medical Imaging 2007: Computer-Aided Diagnosis, 2007
The effect of nodule segmentation on the accuracy of computerized lung nodule detection on CT scans: comparison on a data set annotated by multiple radiologists.
Proceedings of the Medical Imaging 2007: Computer-Aided Diagnosis, 2007
Computer-aided diagnosis for interval change analysis of lung nodule features in serial CT examinations.
Proceedings of the Medical Imaging 2007: Computer-Aided Diagnosis, 2007
Computer-aided detection of masses in digital tomosynthesis mammography: combination of 3D and 2D detection information.
Proceedings of the Medical Imaging 2007: Computer-Aided Diagnosis, 2007
Proceedings of the Medical Imaging 2007: Computer-Aided Diagnosis, 2007
2006
Automatic pulmonary vessel segmentation in 3D computed tomographic pulmonary angiographic (CTPA) images.
Proceedings of the Medical Imaging 2006: Image Processing, 2006
Computer-aided detection of breast masses on mammograms: bilateral analysis for false positive reduction.
Proceedings of the Medical Imaging 2006: Image Processing, 2006
Computerized lung nodule detection on screening CT scans: performance on juxta-pleural and internal nodules.
Proceedings of the Medical Imaging 2006: Image Processing, 2006
Potential improvement of computerized mass detection on mammograms using a bilateral pairing technique.
Proceedings of the Medical Imaging 2006: Image Processing, 2006
Proceedings of the Medical Imaging 2006: Image Processing, 2006
Characterization of corresponding microcalcification clusters on temporal pairs of mammograms for interval change analysis: comparison of classifiers.
Proceedings of the Medical Imaging 2006: Image Processing, 2006
Computer-aided detection of clustered microcalcifications on full-field digital mammograms: a two-view information fusion scheme for FP reduction.
Proceedings of the Medical Imaging 2006: Image Processing, 2006
Regularized discriminate analysis for breast mass detection on full field digital mammograms.
Proceedings of the Medical Imaging 2006: Image Processing, 2006
Two-view information fusion for improvement of computer-aided detection (CAD) of breast masses on mammograms.
Proceedings of the Medical Imaging 2006: Image Processing, 2006
2005
Computerized pectoral muscle identification on MLO-view mammograms for CAD applications.
Proceedings of the Medical Imaging 2005: Image Processing, 2005
Comparison of decision tree classifiers with neural network and linear discriminant analysis classifiers for computer-aided diagnosis: a Monte Carlo simulation study.
Proceedings of the Medical Imaging 2005: Image Processing, 2005
False-positive reduction using Hessian features in computer-aided detection of pulmonary nodules on thoracic CT images.
Proceedings of the Medical Imaging 2005: Image Processing, 2005
Computer-aided detection of microcalcification clusters on full-field digital mammograms: multiscale pyramid enhancement and false positive reduction using an artificial neural network.
Proceedings of the Medical Imaging 2005: Image Processing, 2005
Computer-aided detection of breast masses on mammograms: performance improvement using a dual system.
Proceedings of the Medical Imaging 2005: Image Processing, 2005
2004
Computerized multiple image analysis on mammograms: performance improvement of nipple identification for registration of multiple views using texture convergence analyses.
Proceedings of the Medical Imaging 2004: Image Processing, 2004
Multimodality CAD: combination of computerized classification techniques based on mammograms and 3D ultrasound volumes for improved accuracy in breast mass characterization.
Proceedings of the Medical Imaging 2004: Image Processing, 2004
ROC study of the effects of computer-aided interval change analysis on radiologists' characterization of breast masses in two-view serial mammograms.
Proceedings of the Medical Imaging 2004: Image Processing, 2004
Computer-aided detection of lung nodules: false positive reduction using a 3D gradient field method.
Proceedings of the Medical Imaging 2004: Image Processing, 2004
Computer-aided detection of breast masses on full-field digital mammograms: false positive reduction using gradient field analysis.
Proceedings of the Medical Imaging 2004: Image Processing, 2004
Sample size and validation issues on the development of CAD systems.
Proceedings of the CARS 2004. Computer Assisted Radiology and Surgery. Proceedings of the 18th International Congress and Exhibition, 2004
2003
Computerized detection of pulmonary embolism in 3D computed tomographic (CT) images: vessel tracking and segmentation techniques.
Proceedings of the Medical Imaging 2003: Image Processing, 2003
Three-dimensional active contour model for characterization of solid breast masses on three-dimensional ultrasound images.
Proceedings of the Medical Imaging 2003: Image Processing, 2003
ROC study: effects of computer-aided diagnosis on radiologists' characterization of malignant and benign breast masses in temporal pairs of mammograms.
Proceedings of the Medical Imaging 2003: Image Processing, 2003
Design of three-class classifiers in computer-aided diagnosis: Monte Carlo simulation study.
Proceedings of the Medical Imaging 2003: Image Processing, 2003
2002
Use of joint two-view information for computerized lesion detection on mammograms: improvement of microcalcification detection accuracy.
Proceedings of the Medical Imaging 2002: Image Processing, 2002
Computer-aided characterization of malignant and benign microcalcification clusters based on the analysis of temporal change of mammographic features.
Proceedings of the Medical Imaging 2002: Image Processing, 2002
Optimal neural network architecture selection: effects on computer-aided detection of mammographic microcalcifications.
Proceedings of the Medical Imaging 2002: Image Processing, 2002
2001
Computer-Aided Characterization of Mammographic Masses: Accuracy of Mass Segmentation and Its Effect on Characterization.
IEEE Trans. Medical Imaging, 2001
Recognition of lesion correspondence on two mammographic views: a new method of false-positive reduction for computerized mass detection.
Proceedings of the Medical Imaging 2001: Image Processing, 2001
Improvement of mammographic lesion detection by fusion of information from different views.
Proceedings of the Medical Imaging 2001: Image Processing, 2001
Analysis of temporal change of mammographic features for computer-aided characterization of malignant and benign masses.
Proceedings of the Medical Imaging 2001: Image Processing, 2001
Computerized lung nodule detection on thoracic CT images: combined rule-based and statistical classifier for false-positive reduction.
Proceedings of the Medical Imaging 2001: Image Processing, 2001
2000
Proceedings of the Medical Imaging 2000: Image Processing, 2000
Evaluation of an automated computer-aided diagnosis system for the detection of masses on prior mammograms.
Proceedings of the Medical Imaging 2000: Image Processing, 2000
Interval change analysis in temporal pairs of mammograms using a local affine transformation.
Proceedings of the Medical Imaging 2000: Image Processing, 2000
1999
IEEE Trans. Medical Imaging, 1999
Components of variance in ROC analysis of CADx classifier performance: II. Applications of the bootstrap.
Proceedings of the Medical Imaging 1999: Image Processing, 1999
Stepwise linear discriminant analysis in computer-aided diagnosis: the effect of finite sample size.
Proceedings of the Medical Imaging 1999: Image Processing, 1999
Hybrid unsupervised-supervised approach for computerized classification of malignant and benign masses on mammograms.
Proceedings of the Medical Imaging 1999: Image Processing, 1999
1998
Proceedings of the Medical Imaging 1998: Image Processing, 1998
Regional mammogram registration technique for automated analysis of interval changes of breast lesions.
Proceedings of the Medical Imaging 1998: Image Processing, 1998
Computerized characterization of breast masses using three-dimensional ultrasound images.
Proceedings of the Medical Imaging 1998: Image Processing, 1998
Proceedings of the Medical Imaging 1998: Image Processing, 1998
Proceedings of the 1998 IEEE International Conference on Image Processing, 1998
1997
Proceedings of International Conference on Neural Networks (ICNN'97), 1997
Neural network design for optimization of the partial area under the receiver operating characteristic curve.
Proceedings of International Conference on Neural Networks (ICNN'97), 1997
1996
Classification of mass and normal breast tissue: a convolution neural network classifier with spatial domain and texture images.
IEEE Trans. Medical Imaging, 1996
An adaptive density-weighted contrast enhancement filter for mammographic breast mass detection.
IEEE Trans. Medical Imaging, 1996
Classification of masses on mammograms using rubber-band straightening transform and feature analysis.
Proceedings of the Medical Imaging 1996: Image Processing, 1996
Effects of pixel size on classification of microcalcifications on digitized mammograms.
Proceedings of the Medical Imaging 1996: Image Processing, 1996
1995
IEEE Trans. Medical Imaging, 1995
IEEE Trans. Image Process., 1995
Proceedings of the 1995 International Conference on Acoustics, 1995
Region-of-interest reconstruction from projections using exponential radial sampling.
Proceedings of the 1995 International Conference on Acoustics, 1995
1993
IEEE Trans. Signal Process., 1993
IEEE Trans. Image Process., 1993
IEEE Trans. Image Process., 1993
1990
Application of time-frequency distributions to magnetic resonance imaging of non-constant flow.
Proceedings of the 1990 International Conference on Acoustics, 1990