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Top Papers: Medizinische Bildsegmentierung (2013)

Die 50 meistzitierten Arbeiten zu Medizinische Bildsegmentierung aus dem Jahr 2013 (von 4.536 insgesamt).

Die automatische Bildsegmentierung ist eine Schlüsseltechnologie für die KI-gestützte Medizin. Algorithmen erkennen und markieren gezielt Organe, Tumore oder Gewebeveränderungen in CT-, MRT- und Ultraschallbildern. Das beschleunigt klinische Workflows und verbessert die Reproduzierbarkeit von Diagnosen. Diese Seite sammelt die wichtigsten Arbeiten aus diesem spezialisierten Forschungsfeld.

#PaperZitationen
1

Invariant Scattering Convolution Networks

Joan Bruna, Stéphane Mallat

IEEE Transactions on Pattern Analysis and Machine Intelligence

1.610
2

Mitosis Detection in Breast Cancer Histology Images with Deep Neural Networks

Dan Cireşan, Alessandro Giusti, Luca Maria Gambardella et al.

Lecture notes in computer science

1.545
3

Deformable Medical Image Registration: A Survey

Aristeidis Sotiras, Christos Davatzikos, Nikos Paragios

IEEE Transactions on Medical Imaging

1.510
4

A survey of MRI-based medical image analysis for brain tumor studies

Stefan Bauer, Roland Wiest, Lutz-P. Nolte et al.

Physics in Medicine and Biology

999
5

Structured Forests for Fast Edge Detection

Piotr Dollár, C. Lawrence Zitnick

931
6

Low-rank matrix completion using alternating minimization

Prateek Jain, Praneeth Netrapalli, Sujay Sanghavi

867
7

Fast and Accurate Matrix Completion via Truncated Nuclear Norm Regularization

Yao Hu, Debing Zhang, Jieping Ye et al.

IEEE Transactions on Pattern Analysis and Machine Intelligence

831
8

Image Segmentation in Video Sequences: A Probabilistic Approach

Nir Friedman, Stuart Russell

arXiv (Cornell University)

830
9

Manopt, a Matlab toolbox for optimization on manifolds

Nicolas Boumal, Bamdev Mishra, Pierre-Antoine Absil et al.

arXiv (Cornell University)

796
10

Evaluation of prostate segmentation algorithms for MRI: The PROMISE12 challenge

Geert Litjens, Róbert Tóth, Wendy van de Ven et al.

Medical Image Analysis

788
11

The Design of SimpleITK

Bradley Lowekamp, David Chen, Luis Ibáñez et al.

Frontiers in Neuroinformatics

725
12

State of the art survey on MRI brain tumor segmentation

Nelly Gordillo, E. Montseny, Pilar Sobrevilla

Magnetic Resonance Imaging

685
13

Lung Segmentation in Chest Radiographs Using Anatomical Atlases With Nonrigid Registration

Sema Candemir, Stefan Jaeger, Kannappan Palaniappan et al.

IEEE Transactions on Medical Imaging

645
14

Image Texture Feature Extraction Using GLCM Approach

P. Mohanaiah, P. Sathyanarayana, L. GuruKumar

644
15

Fast parallel image registration on CPU and GPU for diagnostic classification of Alzheimer's disease

Denis P. Shamonin

Frontiers in Neuroinformatics

593
16

Latent feature representation with stacked auto-encoder for AD/MCI diagnosis

Heung‐Il Suk, Seong‐Whan Lee, Dinggang Shen et al.

Brain Structure and Function

515
17

What is a good evaluation measure for semantic segmentation?

Gabriela Csurka, Diane Larlus, Florent Perronnin

500
18

A Global Human Settlement Layer From Optical HR/VHR RS Data: Concept and First Results

Martino Pesaresi, Huadong Guo, Xavier Blaes et al.

IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

454
19

Cuckoo search algorithm and wind driven optimization based study of satellite image segmentation for multilevel thresholding using Kapur’s entropy

Ashish Kumar Bhandari, Vineet Kumar Singh, Anil Kumar et al.

Expert Systems with Applications

442
20

Rotation, Scaling and Deformation Invariant Scattering for Texture Discrimination

Laurent Sifre, Stéphane Mallat

423
21

Medical image processing on the GPU – Past, present and future

Anders Eklund, Paul Dufort, Daniel Forsberg et al.

Medical Image Analysis

399
22

A Generalized Laplacian of Gaussian Filter for Blob Detection and Its Applications

Hui Kong, Hatice Çınar Akakın, Sanjay E. Sarma

IEEE Transactions on Cybernetics

359
23

Spatial Pattern Templates for Recognition of Objects with Regular Structure

Radim Tyleček, Radim Šára

Lecture notes in computer science

357
24

A study on particle swarm optimization and artificial bee colony algorithms for multilevel thresholding

Bahriye Akay

Applied Soft Computing

319
25

Multifractal Texture Estimation for Detection and Segmentation of Brain Tumors

Atiq Islam, Syed M. S. Reza, Khan M. Iftekharuddin

IEEE Transactions on Biomedical Engineering

312
26

Retinal layer segmentation of macular OCT images using boundary classification

Andrew Lang, Aaron Carass, Matthew Hauser et al.

Biomedical Optics Express

307
27

A Nonlocal Bayesian Image Denoising Algorithm

Marc Lebrun, Antoni Buades, Jean‐Michel Morel

SIAM Journal on Imaging Sciences

306
28

MRF-Based Deformable Registration and Ventilation Estimation of Lung CT

Mattias P. Heinrich‬, Mark Jenkinson, Michael Brady et al.

IEEE Transactions on Medical Imaging

304
29

A survey on the magnetic resonance image denoising methods

Jitendra Mohan, V. Krishnaveni, Yanhui Guo

Biomedical Signal Processing and Control

294
30

A Combined First and Second Order Variational Approach for Image Reconstruction

Kostas Papafitsoros, Carola‐Bibiane Schönlieb

Journal of Mathematical Imaging and Vision

286
31

Learning Structured Low-Rank Representations for Image Classification

Yangmuzi Zhang, Zhuolin Jiang, Larry S. Davis

283
32

Automated Abdominal Multi-Organ Segmentation With Subject-Specific Atlas Generation

Robin Wolz, Chengwen Chu, Kazunari Misawa et al.

IEEE Transactions on Medical Imaging

281
33

A High-Resolution Enhancer Atlas of the Developing Telencephalon

Axel Visel, Leila Taher, Hani Z. Girgis et al.

Cell

276
34

Multi-Atlas Skull-Stripping

Jimit Doshi, Güray Erus, Yangming Ou et al.

Academic Radiology

262
35

A Morphological Approach to Curvature-Based Evolution of Curves and Surfaces

Pablo Márquez-Neila, Luis Baumela, Luis Álvarez

IEEE Transactions on Pattern Analysis and Machine Intelligence

258
36

GBM Volumetry using the 3D Slicer Medical Image Computing Platform

Jan Egger, Tina Kapur, Andriy Fedorov et al.

Scientific Reports

254
37

STEPS: Similarity and Truth Estimation for Propagated Segmentations and its application to hippocampal segmentation and brain parcelation

M. Jorge Cardoso, Kelvin K. Leung, Marc Modat et al.

Medical Image Analysis

248
38

Three-dimensional solid texture analysis in biomedical imaging: Review and opportunities

Adrien Depeursinge, Antonio Foncubierta–Rodríguez, Dimitri Van De Ville et al.

Medical Image Analysis

244
39

Texture Indexes and Gray Level Size Zone Matrix Application to Cell Nuclei Classification

Guillaume Thibault, Bernard Fertil, Claire Navarro et al.

Digital Library of the Belarusian State University (Belarusian State University)

240
40

Multi-scale gray level co-occurrence matrices for texture description

Fernando Roberti de Siqueira, William Robson Schwartz, Hélio Pedrini

Neurocomputing

238
41

Regression forests for efficient anatomy detection and localization in computed tomography scans

Antonio Criminisi, Duncan Robertson, Ender Konukoğlu et al.

Medical Image Analysis

237
42

Explicit B-spline regularization in diffeomorphic image registration

Nicholas J. Tustison, Brian Avants

Frontiers in Neuroinformatics

236
43

Multi-atlas segmentation with joint label fusion and corrective learning—an open source implementation

Hongzhi Wang, Paul A. Yushkevich

Frontiers in Neuroinformatics

228
44

GrabCut in One Cut

Meng Tang, Lena Gorelick, Olga Veksler et al.

228
45

Manifold Learning of Brain MRIs by Deep Learning

Tom Brosch, Roger Tam, Roger Tam

Lecture notes in computer science

225
46

Segmentation, Feature Extraction, and Multiclass Brain Tumor Classification

Jainy Sachdeva, Vinod Kumar, Indra Gupta et al.

Journal of Digital Imaging

223
47

Accurate white matter lesion segmentation by k nearest neighbor classification with tissue type priors (kNN-TTPs)

Martijn D. Steenwijk, Petra J. W. Pouwels, Marita Daams et al.

NeuroImage Clinical

220
48

Joint 3D Scene Reconstruction and Class Segmentation

Christian Häne, Christopher Zach, Andrea Cohen et al.

215
49

A Splitting Method for Orthogonality Constrained Problems

Rongjie Lai, Stanley Osher

Journal of Scientific Computing

214
50

A Probabilistic Patch-Based Label Fusion Model for Multi-Atlas Segmentation With Registration Refinement: Application to Cardiac MR Images

Wenjia Bai, Wenzhe Shi, Declan P. O’Regan et al.

IEEE Transactions on Medical Imaging

212

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