Top Papers: Medizinische Bildsegmentierung (2018)

FFDNet: Toward a Fast and Flexible Solution for CNN-Based Image Denoising

Kai Zhang, Wangmeng Zuo, Lei Zhang

IEEE Transactions on Image Processing

ICNet for Real-Time Semantic Segmentation on High-Resolution Images

Hengshuang Zhao, Xiaojuan Qi, Xiaoyong Shen et al.

Lecture notes in computer science

Cell Detection with Star-Convex Polygons

Uwe Schmidt, Martin Weigert, Coleman Broaddus et al.

Lecture notes in computer science

PCN: Point Completion Network

Wentao Yuan, Tejas Khot, David Held et al.

—

Interactive Medical Image Segmentation Using Deep Learning With Image-Specific Fine Tuning

Guotai Wang, Wenqi Li, María A. Zuluaga et al.

IEEE Transactions on Medical Imaging

A deep learning framework for unsupervised affine and deformable image registration

Bob D. de Vos, Floris F. Berendsen, Max A. Viergever et al.

Medical Image Analysis

Richer Convolutional Features for Edge Detection

Yun Liu, Ming‐Ming Cheng, Xiaowei Hu et al.

IEEE Transactions on Pattern Analysis and Machine Intelligence

An Unsupervised Learning Model for Deformable Medical Image Registration

Balakrishnan, Guha, Zhao, Amy, Sabuncu, Mert R. et al.

DSpace@MIT (Massachusetts Institute of Technology)

In Silico Labeling: Predicting Fluorescent Labels in Unlabeled Images

Eric Christiansen, Samuel Yang, D. Michael Ando et al.

Cell

Convolutional Recurrent Neural Networks for Dynamic MR Image Reconstruction

Chen Qin, Jo Schlemper, José Caballero et al.

IEEE Transactions on Medical Imaging

An Unsupervised Learning Model for Deformable Medical Image Registration

Guha Balakrishnan, Amy Zhao, Mert R. Sabuncu et al.

—

A Deep Learning Model to Predict a Diagnosis of Alzheimer Disease by Using ¹⁸F-FDG PET of the Brain

Yiming Ding, Jae Ho Sohn, Michael Kawczynski et al.

Radiology

NiftyNet: a deep-learning platform for medical imaging

Eli Gibson, Wenqi Li, Carole H. Sudre et al.

Computer Methods and Programs in Biomedicine

Blood vessel segmentation algorithms — Review of methods, datasets and evaluation metrics

Sara Moccia, Elena De Momi, Sara El Hadji et al.

Computer Methods and Programs in Biomedicine

Automatic Brain Tumor Segmentation Using Cascaded Anisotropic Convolutional Neural Networks

Guotai Wang, Wenqi Li, Sébastien Ourselin et al.

Lecture notes in computer science

Significantly Fast and Robust Fuzzy C-Means Clustering Algorithm Based on Morphological Reconstruction and Membership Filtering

Tao Lei, Xiaohong Jia, Yanning Zhang et al.

IEEE Transactions on Fuzzy Systems

DeepIGeoS: A Deep Interactive Geodesic Framework for Medical Image Segmentation

Guotai Wang, María A. Zuluaga, Wenqi Li et al.

IEEE Transactions on Pattern Analysis and Machine Intelligence

Identification and classification of brain tumor MRI images with feature extraction using DWT and probabilistic neural network

N. Varuna Shree, T. N. R. Kumar

Brain Informatics

Deep convolutional neural networks for diabetic retinopathy detection by image classification

Shaohua Wan, Yan Liang, Yin Zhang⋆

Computers & Electrical Engineering

Brain MRI analysis for Alzheimer’s disease diagnosis using an ensemble system of deep convolutional neural networks

Jyoti Islam, Yanqing Zhang

Brain Informatics

Weakly-supervised convolutional neural networks for multimodal image registration

Yipeng Hu, Marc Modat, Eli Gibson et al.

Medical Image Analysis

Pix3D: Dataset and Methods for Single-Image 3D Shape Modeling

Xingyuan Sun, Jiajun Wu, Xiuming Zhang et al.

—

Context Contrasted Feature and Gated Multi-scale Aggregation for Scene Segmentation

Henghui Ding, Xudong Jiang, Bing Shuai et al.

—

Learning SO(3) Equivariant Representations with Spherical CNNs

Carlos Esteves, Christine Allen-Blanchette, Ameesh Makadia et al.

Lecture notes in computer science

Multi-Modality Cascaded Convolutional Neural Networks for Alzheimer’s Disease Diagnosis

the Alzheimer’s Disease Neuroimaging Initiative, Manhua Liu, Danni Cheng et al.

Neuroinformatics

From BoW to CNN: Two Decades of Texture Representation for Texture Classification

Li Liu, Jie Chen, Paul Fieguth et al.

International Journal of Computer Vision

Unsupervised Learning for Fast Probabilistic Diffeomorphic Registration

Adrian V. Dalca, Guha Balakrishnan, John V. Guttag et al.

Lecture notes in computer science

Superpixel-Based Fast Fuzzy C-Means Clustering for Color Image Segmentation

Tao Lei, Xiaohong Jia, Yanning Zhang et al.

IEEE Transactions on Fuzzy Systems

Multivariate Mixture Model for Myocardial Segmentation Combining Multi-Source Images

Xiahai Zhuang

IEEE Transactions on Pattern Analysis and Machine Intelligence

Lung CT Image Segmentation Using Deep Neural Networks

Brahim Ait Skourt, Abdelhamid El Hassani, Aicha Majda

Procedia Computer Science

Spatial aggregation of holistically-nested convolutional neural networks for automated pancreas localization and segmentation

Holger R. Roth, Le Lü, Nathan Lay et al.

Medical Image Analysis

Big data analysis for brain tumor detection: Deep convolutional neural networks

Javaria Amin, Muhammad Sharif, Mussarat Yasmin et al.

Future Generation Computer Systems

Fast Nearest Neighbor Search in Medical Image Databases

Flip Korn, Nicholas D. Sidiropoulos, Christos Faloutsos et al.

Digital Repository at the University of Maryland (University of Maryland College Park)

Image Smoothing Via L 0 Gradient Minimization

Sonali Dayal

International Journal of Scientific Research in Computer Science Engineering and Information Technology

Applications of deep learning to MRI images: A survey

Jin Liu, Yi Pan, Min Li et al.

Big Data Mining and Analytics

Superpixel Sampling Networks

Varun Jampani, Deqing Sun, Mingyu Liu et al.

Lecture notes in computer science

Guided Locality Preserving Feature Matching for Remote Sensing Image Registration

Jiayi Ma, Junjun Jiang, Huabing Zhou et al.

IEEE Transactions on Geoscience and Remote Sensing

Automatic breast ultrasound image segmentation: A survey

Min Xian, Yingtao Zhang, He Cheng et al.

Pattern Recognition

Learning to Predict Crisp Boundaries

Ruoxi Deng, Chunhua Shen, Shengjun Liu et al.

Lecture notes in computer science

Recurrent Saliency Transformation Network: Incorporating Multi-stage Visual Cues for Small Organ Segmentation

Qihang Yu, Lingxi Xie, Yan Wang et al.

—

QuickNAT: A fully convolutional network for quick and accurate segmentation of neuroanatomy

Abhijit Guha Roy, Sailesh Conjeti, Nassir Navab et al.

NeuroImage

Ensemble of 3D densely connected convolutional network for diagnosis of mild cognitive impairment and Alzheimer’s disease

Hongfei Wang, Yanyan Shen, Shuqiang Wang et al.

Neurocomputing

Generative Adversarial Network for Medical Images (MI-GAN)

Talha Iqbal, Hazrat Ali

Journal of Medical Systems

Inter-observer variability of manual contour delineation of structures in CT

Leo Joskowicz, Dalia Cohen, Nadia Caplan et al.

European Radiology

Beyond the Pixel-Wise Loss for Topology-Aware Delineation

Agata Mosinska, Pablo Márquez-Neila, Mateusz Koziński et al.

—

Fully Automatic Brain Tumor Segmentation using End-To-End Incremental Deep Neural Networks in MRI images

Mostefa Ben Naceur, Rachida Saouli, Mohamed Akil et al.

Computer Methods and Programs in Biomedicine

Brain tumor segmentation in multi‐spectral MRI using convolutional neural networks (CNN)

Sajid Iqbal, Muhammad Usman Ghani, Tanzila Saba et al.

Microscopy Research and Technique

Classification of Alzheimer’s Disease by Combination of Convolutional and Recurrent Neural Networks Using FDG-PET Images

Manhua Liu, Danni Cheng, Weiwu Yan et al.

Frontiers in Neuroinformatics

An Overview of Watershed Algorithm Implementations in Open Source Libraries

Anton Kornilov, Ilia V. Safonov

Journal of Imaging

Fully convolutional network ensembles for white matter hyperintensities segmentation in MR images

Hongwei Li, Gongfa Jiang, Jianguo Zhang et al.

NeuroImage