| 1 |
UNet++: A Nested U-Net Architecture for Medical Image Segmentation
Zongwei Zhou, Md Mahfuzur Rahman Siddiquee, ... (+2 more)
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cs.CV
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7 years ago |
| 2 |
3D U-Net: Learning Dense Volumetric Segmentation from Sparse Annotation
Özgün Çiçek, Ahmed Abdulkadir, ... (+3 more)
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cs.CV
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7.6K |
9 years ago |
| 3 |
Generalised Dice overlap as a deep learning loss function for highly unbalanced segmentations
Carole H Sudre, Wenqi Li, ... (+3 more)
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cs.CV
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2.5K |
8 years ago |
| 4 |
3D MRI brain tumor segmentation using autoencoder regularization
Andriy Myronenko
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cs.CV
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1.3K |
7 years ago |
| 5 |
The Importance of Skip Connections in Biomedical Image Segmentation
Michal Drozdzal, Eugene Vorontsov, ... (+3 more)
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cs.CV
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1.1K |
9 years ago |
| 6 |
Tversky loss function for image segmentation using 3D fully convolutional deep networks
Seyed Sadegh Mohseni Salehi, Deniz Erdogmus, Ali Gholipour
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cs.CV
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1.0K |
8 years ago |
| 7 |
DeepOrgan: Multi-level Deep Convolutional Networks for Automated Pancreas Segmentation
Holger R. Roth, Le Lu, ... (+5 more)
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cs.CV
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821 |
10 years ago |
| 8 |
Medical Image Synthesis with Context-Aware Generative Adversarial Networks
Dong Nie, Roger Trullo, ... (+3 more)
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cs.CV
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742 |
9 years ago |
| 9 |
Automatic Liver and Lesion Segmentation in CT Using Cascaded Fully Convolutional Neural Networks and 3D Conditional Random Fields
Patrick Ferdinand Christ, Mohamed Ezzeldin A. Elshaer, ... (+11 more)
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Old Age
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cs.CV
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665 |
9 years ago |
| 10 |
Deep MR to CT Synthesis using Unpaired Data
Jelmer M. Wolterink, Anna M. Dinkla, ... (+4 more)
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cs.CV
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655 |
8 years ago |
| 11 |
Medical Image Synthesis for Data Augmentation and Anonymization using Generative Adversarial Networks
Hoo-Chang Shin, Neil A Tenenholtz, ... (+6 more)
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cs.CV
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627 |
7 years ago |
| 12 |
Multi-Institutional Deep Learning Modeling Without Sharing Patient Data: A Feasibility Study on Brain Tumor Segmentation
Micah J Sheller, G Anthony Reina, ... (+3 more)
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cs.LG
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549 |
7 years ago |
| 13 |
Suggestive Annotation: A Deep Active Learning Framework for Biomedical Image Segmentation
Lin Yang, Yizhe Zhang, ... (+3 more)
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cs.CV
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543 |
8 years ago |
| 14 |
Privacy-preserving Federated Brain Tumour Segmentation
Wenqi Li, Fausto Milletarì, ... (+9 more)
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cs.CV
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530 |
6 years ago |
| 15 |
Deep Retinal Image Understanding
Kevis-Kokitsi Maninis, Jordi Pont-Tuset, ... (+2 more)
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cs.CV
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529 |
9 years ago |
| 16 |
Automatic Brain Tumor Segmentation using Cascaded Anisotropic Convolutional Neural Networks
Guotai Wang, Wenqi Li, ... (+2 more)
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cs.CV
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526 |
8 years ago |
| 17 |
Exploring Uncertainty Measures in Deep Networks for Multiple Sclerosis Lesion Detection and Segmentation
Tanya Nair, Doina Precup, ... (+2 more)
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cs.CV
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481 |
7 years ago |
| 18 |
End-to-End Unsupervised Deformable Image Registration with a Convolutional Neural Network
Bob D. de Vos, Floris F. Berendsen, ... (+3 more)
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cs.CV
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472 |
8 years ago |
| 19 |
Ensembles of Multiple Models and Architectures for Robust Brain Tumour Segmentation
Konstantinos Kamnitsas, Wenjia Bai, ... (+9 more)
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cs.CV
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451 |
8 years ago |
| 20 |
nnU-Net for Brain Tumor Segmentation
Fabian Isensee, Paul F. Jaeger, ... (+3 more)
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eess.IV
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396 |
5 years ago |
| 21 |
3D Deeply Supervised Network for Automatic Liver Segmentation from CT Volumes
Qi Dou, Hao Chen, ... (+4 more)
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cs.CV
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365 |
9 years ago |
| 22 |
Accurate Pulmonary Nodule Detection in Computed Tomography Images Using Deep Convolutional Neural Networks
Jia Ding, Aoxue Li, ... (+2 more)
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cs.CV
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362 |
8 years ago |
| 23 |
Deep Learning for Multi-Task Medical Image Segmentation in Multiple Modalities
Pim Moeskops, Jelmer M. Wolterink, ... (+5 more)
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cs.CV
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329 |
8 years ago |
| 24 |
Optimizing the Dice Score and Jaccard Index for Medical Image Segmentation: Theory & Practice
Jeroen Bertels, Tom Eelbode, ... (+5 more)
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cs.CV
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317 |
6 years ago |
| 25 |
HeMIS: Hetero-Modal Image Segmentation
Mohammad Havaei, Nicolas Guizard, ... (+2 more)
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cs.CV
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311 |
9 years ago |
| 26 |
Zoom-in-Net: Deep Mining Lesions for Diabetic Retinopathy Detection
Zhe Wang, Yanxin Yin, ... (+4 more)
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cs.CV
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267 |
8 years ago |
| 27 |
An Exploration of 2D and 3D Deep Learning Techniques for Cardiac MR Image Segmentation
Christian F. Baumgartner, Lisa M. Koch, ... (+2 more)
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cs.CV
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263 |
8 years ago |
| 28 |
Recurrent Fully Convolutional Neural Networks for Multi-slice MRI Cardiac Segmentation
Rudra P K Poudel, Pablo Lamata, Giovanni Montana
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stat.ML
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255 |
9 years ago |
| 29 |
Automatic Liver Segmentation Using an Adversarial Image-to-Image Network
Dong Yang, Daguang Xu, ... (+6 more)
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cs.CV
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244 |
8 years ago |
| 30 |
Spectral Graph Convolutions for Population-based Disease Prediction
Sarah Parisot, Sofia Ira Ktena, ... (+5 more)
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stat.ML
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237 |
9 years ago |
| 31 |
Automatic 3D Cardiovascular MR Segmentation with Densely-Connected Volumetric ConvNets
Lequan Yu, Jie-Zhi Cheng, ... (+5 more)
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cs.CV
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236 |
8 years ago |
| 32 |
Automatic Radiology Report Generation based on Multi-view Image Fusion and Medical Concept Enrichment
Jianbo Yuan, Haofu Liao, ... (+2 more)
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eess.IV
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220 |
6 years ago |
| 33 |
A Deep Metric for Multimodal Registration
Martin Simonovsky, Benjamín Gutiérrez-Becker, ... (+3 more)
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cs.CV
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219 |
9 years ago |
| 34 |
Semi-Supervised Medical Image Segmentation via Learning Consistency under Transformations
Gerda Bortsova, Florian Dubost, ... (+3 more)
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cs.CV
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211 |
6 years ago |
| 35 |
Distance Metric Learning using Graph Convolutional Networks: Application to Functional Brain Networks
Sofia Ira Ktena, Sarah Parisot, ... (+5 more)
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cs.CV
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208 |
9 years ago |
| 36 |
3D Segmentation with Exponential Logarithmic Loss for Highly Unbalanced Object Sizes
Ken C. L. Wong, Mehdi Moradi, ... (+2 more)
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cs.CV
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207 |
7 years ago |
| 37 |
Lesion detection and Grading of Diabetic Retinopathy via Two-stages Deep Convolutional Neural Networks
Yehui Yang, Tao Li, ... (+4 more)
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cs.CV
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191 |
8 years ago |
| 38 |
Understanding the Mechanisms of Deep Transfer Learning for Medical Images
Hariharan Ravishankar, Prasad Sudhakar, ... (+5 more)
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cs.CV
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190 |
8 years ago |
| 39 |
Overcoming Data Limitation in Medical Visual Question Answering
Binh D. Nguyen, Thanh-Toan Do, ... (+4 more)
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cs.CV
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189 |
6 years ago |
| 40 |
Data Augmentation for Skin Lesion Analysis
Fábio Perez, Cristina Vasconcelos, ... (+2 more)
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cs.CV
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183 |
7 years ago |
| 41 |
SCAN: Structure Correcting Adversarial Network for Organ Segmentation in Chest X-rays
Wei Dai, Joseph Doyle, ... (+5 more)
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cs.CV
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178 |
9 years ago |
| 42 |
Unpaired Brain MR-to-CT Synthesis using a Structure-Constrained CycleGAN
Heran Yang, Jian Sun, ... (+5 more)
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cs.CV
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171 |
7 years ago |
| 43 |
Attention-Guided Curriculum Learning for Weakly Supervised Classification and Localization of Thoracic Diseases on Chest Radiographs
Yuxing Tang, Xiaosong Wang, ... (+4 more)
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cs.CV
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171 |
7 years ago |
| 44 |
Automated Pulmonary Nodule Detection via 3D ConvNets with Online Sample Filtering and Hybrid-Loss Residual Learning
Qi Dou, Hao Chen, ... (+4 more)
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cs.CV
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170 |
8 years ago |
| 45 |
Automatic Brain Tumor Segmentation using Convolutional Neural Networks with Test-Time Augmentation
Guotai Wang, Wenqi Li, ... (+2 more)
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cs.CV
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166 |
7 years ago |
| 46 |
Discriminative Localization in CNNs for Weakly-Supervised Segmentation of Pulmonary Nodules
Xinyang Feng, Jie Yang, ... (+2 more)
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cs.CV
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164 |
8 years ago |
| 47 |
Multi-Modal Masked Autoencoders for Medical Vision-and-Language Pre-Training
Zhihong Chen, Yuhao Du, ... (+5 more)
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cs.CV
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163 |
3 years ago |
| 48 |
Self-supervised Feature Learning for 3D Medical Images by Playing a Rubik's Cube
Xinrui Zhuang, Yuexiang Li, ... (+4 more)
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cs.CV
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162 |
6 years ago |
| 49 |
Generalised Wasserstein Dice Score for Imbalanced Multi-class Segmentation using Holistic Convolutional Networks
Lucas Fidon, Wenqi Li, ... (+5 more)
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cs.CV
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162 |
8 years ago |
| 50 |
3D Anisotropic Hybrid Network: Transferring Convolutional Features from 2D Images to 3D Anisotropic Volumes
Siqi Liu, Daguang Xu, ... (+8 more)
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cs.CV
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157 |
8 years ago |