Janne Näppi

Orcid: 0000-0002-0108-0992

According to our database1, Janne Näppi authored at least 65 papers between 1998 and 2022.

Collaborative distances:
  • Dijkstra number2 of four.
  • Erdős number3 of four.

Timeline

Legend:

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PhD thesis 
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Online presence:

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Bibliography

2022
Bayesian uncertainty estimation for detection of long-tail and unseen conditions in abdominal images.
Proceedings of the Medical Imaging 2022: Computer-Aided Diagnosis, 2022

2021
Weakly unsupervised conditional generative adversarial network for image-based prognostic prediction for COVID-19 patients based on chest CT.
Medical Image Anal., 2021

A generative flow-based model for volumetric data augmentation in 3D deep learning for computed tomographic colonography.
Int. J. Comput. Assist. Radiol. Surg., 2021

Unsupervised survival prediction model from CT images of patients with COVID-19.
Proceedings of the Medical Imaging 2021: Computer-Aided Diagnosis, 2021

3D deep learning for computer-aided detection of serrated polyps in CT colonography.
Proceedings of the Medical Imaging 2021: Computer-Aided Diagnosis, 2021

2020
Generative multi-adversarial network for striking the right balance in abdominal image segmentation.
Int. J. Comput. Assist. Radiol. Surg., 2020

CT-based radiomics for prediction of histologic subtype and metastatic disease in primary malignant lung neoplasms.
Int. J. Comput. Assist. Radiol. Surg., 2020

U-radiomics for predicting survival of patients with idiopathic pulmonary fibrosis.
Proceedings of the Medical Imaging 2020: Computer-Aided Diagnosis, 2020

Comparative performance of 3D-DenseNet, 3D-ResNet, and 3D-VGG models in polyp detection for CT colonography.
Proceedings of the Medical Imaging 2020: Computer-Aided Diagnosis, 2020

Generative synthetic adversarial network for internal bias correction and handling class imbalance problem in medical image diagnosis.
Proceedings of the Medical Imaging 2020: Computer-Aided Diagnosis, 2020

Comparative performance of 3D machine-learning and deep-learning models in the detection of small polyps in dual-energy CT colonography.
Proceedings of the Medical Imaging 2020: Computer-Aided Diagnosis, 2020

2019
Cycle-consistent 3D-generative adversarial network for virtual bowel cleansing in CT colonography.
Proceedings of the Medical Imaging 2019: Image Processing, 2019

Ensemble 3D residual network (E3D-ResNet) for reduction of false-positive polyp detections in CT colonography.
Proceedings of the Medical Imaging 2019: Computer-Aided Diagnosis, 2019

2018
Deep radiomic prediction with clinical predictors of the survival in patients with rheumatoid arthritis-associated interstitial lung diseases.
Proceedings of the Medical Imaging 2018: Computer-Aided Diagnosis, 2018

Detection of colorectal masses in CT colonography: application of deep residual networks for differentiating masses from normal colon anatomy.
Proceedings of the Medical Imaging 2018: Computer-Aided Diagnosis, 2018

2017
Deep ensemble learning of virtual endoluminal views for polyp detection in CT colonography.
Proceedings of the Medical Imaging 2017: Computer-Aided Diagnosis, 2017

Deep multi-spectral ensemble learning for electronic cleansing in dual-energy CT colonography.
Proceedings of the Medical Imaging 2017: Computer-Aided Diagnosis, 2017

Electronic cleansing for CT colonography using spectral-driven iterative reconstruction.
Proceedings of the Medical Imaging 2017: Computer-Aided Diagnosis, 2017

Deep learning of contrast-coated serrated polyps for computer-aided detection in CT colonography.
Proceedings of the Medical Imaging 2017: Computer-Aided Diagnosis, 2017

2016
Deep learning for electronic cleansing in dual-energy CT colonography.
Proceedings of the Medical Imaging 2016: Computer-Aided Diagnosis, San Diego, California, United States, 27 February, 2016

Performance evaluation of multi-material electronic cleansing for ultra-low-dose dual-energy CT colonography.
Proceedings of the Medical Imaging 2016: Computer-Aided Diagnosis, San Diego, California, United States, 27 February, 2016

Deep transfer learning of virtual endoluminal views for the detection of polyps in CT colonography.
Proceedings of the Medical Imaging 2016: Computer-Aided Diagnosis, San Diego, California, United States, 27 February, 2016

2015
Electronic cleansing for dual-energy CT colonography based on material decomposition and virtual monochromatic imaging.
Proceedings of the Medical Imaging 2015: Computer-Aided Diagnosis, 2015

Context-specific method for detection of soft-tissue lesions in non-cathartic low-dose dual-energy CT colonography.
Proceedings of the Medical Imaging 2015: Computer-Aided Diagnosis, 2015

2014
Application of Pseudo-enhancement Correction to Virtual Monochromatic CT Colonography.
Proceedings of the Abdominal Imaging. Computational and Clinical Applications, 2014

Information-Preserving Pseudo-Enhancement Correction for Non-Cathartic Low-Dose Dual-Energy CT Colonography.
Proceedings of the Abdominal Imaging. Computational and Clinical Applications, 2014

Progressive region-based colon extraction for computer-aided detection and quantitative imaging in cathartic and non-cathartic CT colonography.
Proceedings of the Medical Imaging 2014: Computer-Aided Diagnosis, 2014

2013
Computer-Aided Detection of Non-polypoid Flat Lesions in CT Colonography: Observer Performance Study.
Proceedings of the Abdominal Imaging. Computation and Clinical Applications, 2013

Computer-Aided Detection of Colorectal Lesions with Super-Resolution CT Colonography: Pilot Evaluation.
Proceedings of the Abdominal Imaging. Computation and Clinical Applications, 2013

Iterative Reconstruction for Ultra-Low-Dose Laxative-Free CT Colonography.
Proceedings of the Abdominal Imaging. Computation and Clinical Applications, 2013

Volumetric detection of flat lesions for minimal-preparation dual-energy CT colonography.
Proceedings of the Medical Imaging 2013: Computer-Aided Diagnosis, 2013

2012
Application of CT Acquisition Parameters as Features in Computer-Aided Detection for CT Colonography.
Proceedings of the Abdominal Imaging. Computational and Clinical Applications, 2012

Adaptive Volumetric Detection of Lesions for Minimal-Preparation Dual-Energy CT Colonography.
Proceedings of the Abdominal Imaging. Computational and Clinical Applications, 2012

Computer-Aided Detection for Ultra-Low-Dose CT Colonography.
Proceedings of the Abdominal Imaging. Computational and Clinical Applications, 2012

Comparative Performance of State-of-the-Art Classifiers in Computer-Aided Detection for CT Colonography.
Proceedings of the Abdominal Imaging. Computational and Clinical Applications, 2012

Automated detection of colorectal lesions with dual-energy CT colonography.
Proceedings of the Medical Imaging 2012: Computer-Aided Diagnosis, 2012

Volumetric detection of colorectal lesions for noncathartic dual-energy computed tomographic colonography.
Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2012

2011
Automated Detection and Diagnosis of Crohn's Disease in CT Enterography.
Proceedings of the Abdominal Imaging. Computational and Clinical Applications, 2011

Ensemble Detection of Colorectal Lesions for CT Colonography.
Proceedings of the Abdominal Imaging. Computational and Clinical Applications, 2011

Comparative Performance of Random Forest and Support Vector Machine Classifiers for Detection of Colorectal Lesions in CT Colonography.
Proceedings of the Abdominal Imaging. Computational and Clinical Applications, 2011

Automated Detection of Colorectal Lesions in Non-cathartic CT Colonography.
Proceedings of the Abdominal Imaging. Computational and Clinical Applications, 2011

Computer-aided detection of small bowel strictures in CT enterography.
Proceedings of the Medical Imaging 2011: Computer-Aided Diagnosis, 2011

Probabilistic method for context-sensitive detection of polyps in CT colonography.
Proceedings of the Medical Imaging 2011: Computer-Aided Diagnosis, 2011

2010
A Clinical Decision Support Framework for Incremental Polyps Classification in Virtual Colonoscopy.
Algorithms, 2010

Computer-Aided Detection of Small Bowel Strictures for Emergency Radiology in CT Enterography.
Proceedings of the Virtual Colonoscopy and Abdominal Imaging. Computational Challenges and Clinical Opportunities, 2010

Computer-Assisted Diagnosis for Quantitative Image-Based Analysis of Crohn's Disease in CT Enterography.
Proceedings of the Virtual Colonoscopy and Abdominal Imaging. Computational Challenges and Clinical Opportunities, 2010

2009
Computer-Aided Detection of Polyps in CT Colonography: Performance Evaluation in Comparison with Human Readers Based on Large Multicenter Clinical Trial Cases.
Proceedings of the 2009 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, Boston, MA, USA, June 28, 2009

Computer-Aided Detection of Colorectal Lesions for Cathartic-Free CT Colonography.
Proceedings of the 2009 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, Boston, MA, USA, June 28, 2009

2008
Adaptive correction of the pseudo-enhancement of CT attenuation for fecal-tagging CT colonography.
Medical Image Anal., 2008

2007
CAD in CT colonography without and with oral contrast agents: Progress and challenges.
Comput. Medical Imaging Graph., 2007

Pseudo-enhancement correction for computer-aided detection in fecal-tagging CT colonography.
Proceedings of the Medical Imaging 2007: Computer-Aided Diagnosis, 2007

Delineation of tagged region by use of local iso-surface roughness in electronic cleansing for CT colonography.
Proceedings of the Medical Imaging 2007: Computer-Aided Diagnosis, 2007

2006
Centerline-based colon segmentation for CAD of CT colonography.
Proceedings of the Medical Imaging 2006: Image Processing, 2006

Digital bowel cleansing for computer-aided detection of polyps in fecal-tagging CT colonography.
Proceedings of the Medical Imaging 2006: Image Processing, 2006

2005
Virtual endoscopic visualization of the colon by shape-scale signatures.
IEEE Trans. Inf. Technol. Biomed., 2005

2004
New high-performance CAD scheme for the detection of polyps in CT colonography.
Proceedings of the Medical Imaging 2004: Image Processing, 2004

Evaluation of the effect of CAD on observers' performance in detection of polyps in CT colonography.
Proceedings of the CARS 2004. Computer Assisted Radiology and Surgery. Proceedings of the 18th International Congress and Exhibition, 2004

Region-based supine-prone correspondence for reduction of false positives in CAD of CT colonography.
Proceedings of the CARS 2004. Computer Assisted Radiology and Surgery. Proceedings of the 18th International Congress and Exhibition, 2004

2003
Computer-aided detection of polyps and masses for CT colonography.
Proceedings of the Medical Imaging 2003: Image Processing, 2003

2002
Computer-aided diagnosis in CT colonography: detection of polyps based on geometric and texture features.
Proceedings of the Medical Imaging 2002: Image Processing, 2002

2001
Three-Dimensional Computer-Aided Diagnosis Scheme for Detection of Colonic Polyps.
IEEE Trans. Medical Imaging, 2001

Algorithmic 3D simulation of breast calcifications for digital mammography.
Comput. Methods Programs Biomed., 2001

Computer-aided detection of polyps in CT colonography: evaluation of volumetric features in differentiating polyps from false positives.
Proceedings of the CARS 2001. Computer Assisted Radiology and Surgery. Proceedings of the 15th International Congress and Exhibition, 2001

1999
Computerized diagnosis of breast calcifications using specimen radiography and simulated calcifications.
Proceedings of the Medical Imaging 1999: Image Processing, 1999

1998
Precise Segmentation of Calcifications for Reliable Computerized Diagnosis.
Proceedings of the Digital Mammography, 1998


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