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Top Papers: KI in der Krebserkennung (2007)

Die 50 meistzitierten Arbeiten zu KI in der Krebserkennung aus dem Jahr 2007 (von 1.328 insgesamt).

Krebs frühzeitig zu erkennen kann Leben retten – und genau hier setzt KI an. Deep-Learning-Modelle erreichen inzwischen bei bestimmten Tumorarten eine Erkennungsgenauigkeit, die mit der erfahrener Pathologen vergleichbar ist. Die Forschung umfasst Hautkrebs-Screening, Brustkrebs-Mammographie, Lungennoduli-Erkennung und vieles mehr. Hier finden Sie die einflussreichsten und neuesten Studien zu diesem Thema.

#PaperZitationen
1

Mammographic Density and the Risk and Detection of Breast Cancer

Norman F. Boyd, Helen Guo, Lisa J. Martin et al.

New England Journal of Medicine

2.442
2

Applications of machine learning in cancer prediction and prognosis.

Joseph A. Cruz, David S. Wishart

PubMed

893
3

Training neural network classifiers for medical decision making: The effects of imbalanced datasets on classification performance

Maciej A. Mazurowski, Piotr A. Habas, Jacek M. Zurada et al.

Neural Networks

728
4

A methodological approach to the classification of dermoscopy images

M. Emre Celebi, Hassan A. Kingravi, Bakhtiyar Uddin et al.

Computerized Medical Imaging and Graphics

671
5

Critical Review of Published Microarray Studies for Cancer Outcome and Guidelines on Statistical Analysis and Reporting

A. Dupuy, Richard Simon

JNCI Journal of the National Cancer Institute

632
6

Influence of Computer-Aided Detection on Performance of Screening Mammography

Joshua J. Fenton, Stephen H. Taplin, Patricia A. Carney et al.

New England Journal of Medicine

604
7

Digital Breast Tomosynthesis: Initial Experience in 98 Women with Abnormal Digital Screening Mammography

Steven P. Poplack, Tor D. Tosteson, Christine Kogel et al.

American Journal of Roentgenology

450
8

Cancer Yield of Mammography, MR, and US in High-Risk Women: Prospective Multi-Institution Breast Cancer Screening Study

Constance D. Lehman, Claudine Isaacs, Mitchell D. Schnall et al.

Radiology

396
9

Improve Computer-Aided Diagnosis With Machine Learning Techniques Using Undiagnosed Samples

Ming Li, Zhi‐Hua Zhou

IEEE Transactions on Systems Man and Cybernetics - Part A Systems and Humans

381
10

Holistic Component of Image Perception in Mammogram Interpretation: Gaze-tracking Study

Harold L. Kundel, Calvin F. Nodine, Emily F. Conant et al.

Radiology

375
11

Multifeature Prostate Cancer Diagnosis and Gleason Grading of Histological Images

Ali Tabesh, Mikhail Teverovskiy, Ho-Yuen Pang et al.

IEEE Transactions on Medical Imaging

358
12

Mammographic density, breast cancer risk and risk prediction

Celine M. Vachon, Carla H. van Gils, Thomas A. Sellers et al.

Breast Cancer Research

343
13

Volumetric texture analysis of breast lesions on contrast‐enhanced magnetic resonance images

Weijie Chen, Maryellen L. Giger, Hui Li et al.

Magnetic Resonance in Medicine

293
14

The prediction of breast cancer biopsy outcomes using two CAD approaches that both emphasize an intelligible decision process

Matthias Elter, R Schulz-Wendtland, Thomas Wittenberg

Medical Physics

276
15

Visual grading characteristics (VGC) analysis: a non-parametric rank-invariant statistical method for image quality evaluation

Magnus Båth, L G Månsson

British Journal of Radiology

274
16

Longitudinal Measurement of Clinical Mammographic Breast Density to Improve Estimation of Breast Cancer Risk

Karla Kerlikowske, Laura Ichikawa, Diana L. Miglioretti et al.

JNCI Journal of the National Cancer Institute

259
17

Breast Tomosynthesis: Present Considerations and Future Applications

Jeong Mi Park, Edmund A. Franken, Megha Garg et al.

Radiographics

246
18

Screening, early detection, and trends for melanoma: Current status (2000-2006) and future directions

Alan C. Geller, Susan M. Swetter, Katie Brooks et al.

Journal of the American Academy of Dermatology

245
19

Predicting features of breast cancer with gene expression patterns

Xuesong Lu, Xin Lü, Zhigang C. Wang et al.

Breast Cancer Research and Treatment

245
20

Common Tasks in Microscopic and Ultrastructural Image Analysis Using ImageJ

Francesca Marzia Papadopulos, Matthew A. Spinelli, Sabrina Valente et al.

Ultrastructural Pathology

236
21

AUTOMATED GRADING OF PROSTATE CANCER USING ARCHITECTURAL AND TEXTURAL IMAGE FEATURES

Scott Doyle, M. Hwang, Kinsuk Shah et al.

227
22

Randomized Trial of Screen-Film versus Full-Field Digital Mammography with Soft-Copy Reading in Population-based Screening Program: Follow-up and Final Results of Oslo II Study

Per Skaane, Solveig Hofvind, Arnulf Skjennald

Radiology

226
23

Recommendations for Improved Standardization of Immunohistochemistry

Neal S. Goldstein, Stephen M. Hewitt, Clive R. Taylor et al.

Applied immunohistochemistry & molecular morphology

221
24

A Framework for Medical Image Retrieval Using Machine Learning and Statistical Similarity Matching Techniques With Relevance Feedback

Md Mahmudur Rahman, Prabir Bhattacharya, Bipin C. Desai

IEEE Transactions on Information Technology in Biomedicine

210
25

Use of Microcalcification Descriptors in BI-RADS 4th Edition to Stratify Risk of Malignancy

Elizabeth S. Burnside, Jennifer E. Ochsner, Kathryn J. Fowler et al.

Radiology

204
26

Mammographic Breast Density as a General Marker of Breast Cancer Risk

Celine M. Vachon, Kathleen R. Brandt, Karthik Ghosh et al.

Cancer Epidemiology Biomarkers & Prevention

202
27

Mammographic Breast Density and Race

Marcela G. del Carmen, Elkan F. Halpern, Daniel B. Kopans et al.

American Journal of Roentgenology

188
28

An intelligent system for automated breast cancer diagnosis and prognosis using SVM based classifiers

Ilias Maglogiannis, Elias Zafiropoulos, Ioannis Anagnostopoulos

Applied Intelligence

184
29

Missed Breast Cancers at US-guided Core Needle Biopsy: How to Reduce Them

Ji Hyun Youk, Eun‐Kyung Kim, Min Jung Kim et al.

Radiographics

181
30

A comparative study on thyroid disease diagnosis using neural networks

Feyzullah Temurtaş

Expert Systems with Applications

178
31

How 2 HAWC2, the user's manual

Torben J. Larsen, Anders Melchior Hansen

177
32

Towards an intelligent medical system for the aesthetic evaluation of breast cancer conservative treatment

Jaime S. Cardoso, Maria João Cardoso

Artificial Intelligence in Medicine

176
33

Current status and future directions of computer-aided diagnosis in mammography

Robert M. Nishikawa

Computerized Medical Imaging and Graphics

176
34

Observer variability of Breast Imaging Reporting and Data System (BI-RADS) for breast ultrasound

Hye‐Jeong Lee, Eun‐Kyung Kim, Min Jung Kim et al.

European Journal of Radiology

175
35

Shape Constrained Automatic Segmentation of the Liver based on a Heuristic Intensity Model

Dagmar Kainmüller, Thomas Lange, Hans Lamecker

174
36

Morphological Granulometric Features of Nucleus in Automatic Bone Marrow White Blood Cell Classification

Nipon Theera‐Umpon, Sompong Dhompongsa

IEEE Transactions on Information Technology in Biomedicine

173
37

Object oriented data analysis: Sets of trees

Haonan Wang, J. S. Marron

The Annals of Statistics

167
38

Accuracy of reading liquid based cytology slides using the ThinPrep Imager compared with conventional cytology: prospective study

Elizabeth Davey, Jefferson d'Assuncao, Les Irwig et al.

BMJ

166
39

A Concentric Morphology Model for the Detection of Masses in Mammography

Nevine H. Eltonsy, Georgia D. Tourassi, Adel Elmaghraby

IEEE Transactions on Medical Imaging

165
40

Targeted Biopsy of the Prostate: The Impact of Color Doppler Imaging and Elastography on Prostate Cancer Detection and Gleason Score

Eric D. Nelson, Craig B. Slotoroff, Leonard G. Gomella et al.

Urology

158
41

Full-Field Digital Versus Screen-Film Mammography: Comparative Accuracy in Concurrent Screening Cohorts

Marco Rosselli Del Turco, Paola Mantellini, Stefano Ciatto et al.

American Journal of Roentgenology

157
42

Superior survival of females among 10 538 Dutch melanoma patients is independent of Breslow thickness, histologic type and tumor site

Esther de Vries, Tamar Nijsten, Otto Visser et al.

Annals of Oncology

153
43

Visualization in Medicine: Theory, Algorithms, and Applications

Bernhard Preim, Dirk Bartz

147
44

Assessment of Medical Imaging Systems and Computer Aids: A Tutorial Review

Robert F. Wagner, Charles E. Metz, Gregory Campbell

Academic Radiology

141
45

Independent Histogram Pursuit for Segmentation of Skin Lesions

David Delgado Gomez, Constantine Butakoff, Bjarne Kjær Ersbøll et al.

IEEE Transactions on Biomedical Engineering

137
46

Malignant and Benign Breast Masses on 3D US Volumetric Images: Effect of Computer-aided Diagnosis on Radiologist Accuracy

Berkman Sahiner, Heang‐Ping Chan, Marilyn A. Roubidoux et al.

Radiology

135
47

Performance analysis of a new computer aided detection system for identifying lung nodules on chest radiographs

Russell C. Hardie, Steven K. Rogers, Terry Wilson et al.

Medical Image Analysis

134
48

Computed virtual chromoendoscopy: a new tool for enhancing tissue surface structures

J Pohl, Andrea May, Thomas Rabenstein et al.

Endoscopy

133
49

ROC analysis in medical imaging: a tutorial review of the literature

Charles E. Metz

Radiological Physics and Technology

130
50

Sonographically Guided 14-Gauge Core Needle Biopsy of Breast Masses: A Review of 2,420 Cases with Long-Term Follow-Up

Ji Hyun Youk, Eun‐Kyung Kim, Min Jung Kim et al.

American Journal of Roentgenology

128

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