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Contrastive Training for Improved Out-of-Distribution Detection

Jul 10, 2020
Jim Winkens, Rudy Bunel, Abhijit Guha Roy, Robert Stanforth, Vivek Natarajan, Joseph R. Ledsam, Patricia MacWilliams, Pushmeet Kohli, Alan Karthikesalingam, Simon Kohl, Taylan Cemgil, S. M. Ali Eslami, Olaf Ronneberger


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Importance Driven Continual Learning for Segmentation Across Domains

Apr 30, 2020
Sinan Özgür Özgün, Anne-Marie Rickmann, Abhijit Guha Roy, Christian Wachinger


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Recalibrating 3D ConvNets with Project & Excite

Feb 25, 2020
Anne-Marie Rickmann, Abhijit Guha Roy, Ignacio Sarasua, Christian Wachinger

* Accepted for publication at IEEE Transactions on Medical Imaging 

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`Project & Excite' Modules for Segmentation of Volumetric Medical Scans

Jun 12, 2019
Anne-Marie Rickmann, Abhijit Guha Roy, Ignacio Sarasua, Nassir Navab, Christian Wachinger

* Accepted for International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI) 2019 

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BrainTorrent: A Peer-to-Peer Environment for Decentralized Federated Learning

May 16, 2019
Abhijit Guha Roy, Shayan Siddiqui, Sebastian Pölsterl, Nassir Navab, Christian Wachinger


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3DQ: Compact Quantized Neural Networks for Volumetric Whole Brain Segmentation

Apr 16, 2019
Magdalini Paschali, Stefano Gasperini, Abhijit Guha Roy, Michael Y. -S. Fang, Nassir Navab


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'Squeeze & Excite' Guided Few-Shot Segmentation of Volumetric Images

Feb 04, 2019
Abhijit Guha Roy, Shayan Siddiqui, Sebastian Pölsterl, Nassir Navab, Christian Wachinger

* Submitted to Medical Image Analysis MICCAI 2018 Special Issue 

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Data Augmentation with Manifold Exploring Geometric Transformations for Increased Performance and Robustness

Jan 14, 2019
Magdalini Paschali, Walter Simson, Abhijit Guha Roy, Muhammad Ferjad Naeem, Rüdiger Göbl, Christian Wachinger, Nassir Navab

* Under Review for the 26th International Conference on Information Processing in Medical Imaging (IPMI) 2019 

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Bayesian QuickNAT: Model Uncertainty in Deep Whole-Brain Segmentation for Structure-wise Quality Control

Nov 24, 2018
Abhijit Guha Roy, Sailesh Conjeti, Nassir Navab, Christian Wachinger

* Under Review in NeuroImage 

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InfiNet: Fully Convolutional Networks for Infant Brain MRI Segmentation

Oct 11, 2018
Shubham Kumar, Sailesh Conjeti, Abhijit Guha Roy, Christian Wachinger, Nassir Navab

* Kumar, Shubham, et al. ISBI, IEEE (2018)(pp. 145-148) 
* 4 pages, 3 figures, conference, IEEE ISBI, 2018 

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Learning Optimal Deep Projection of $^{18}$F-FDG PET Imaging for Early Differential Diagnosis of Parkinsonian Syndromes

Oct 11, 2018
Shubham Kumar, Abhijit Guha Roy, Ping Wu, Sailesh Conjeti, R. S. Anand, Jian Wang, Igor Yakushev, Stefan Förster, Markus Schwaiger, Sung-Cheng Huang, Axel Rominger, Chuantao Zuo, Kuangyu Shi

* Kumar, Shubham, et al. DLMIA, Springer, Cham, 2018. 227-235 
* 8 pages, 3 figures, conference, MICCAI DLMIA, 2018 

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Recalibrating Fully Convolutional Networks with Spatial and Channel 'Squeeze & Excitation' Blocks

Aug 23, 2018
Abhijit Guha Roy, Nassir Navab, Christian Wachinger

* Accepted for publication in IEEE Transactions on Medical Imaging. arXiv admin note: text overlap with arXiv:1803.02579 

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SynNet: Structure-Preserving Fully Convolutional Networks for Medical Image Synthesis

Jun 29, 2018
Deepa Gunashekar, Sailesh Conjeti, Abhijit Guha Roy, Nassir Navab, Kuangyu Shi

* 13 pages, 5 figures 

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Concurrent Spatial and Channel Squeeze & Excitation in Fully Convolutional Networks

Jun 08, 2018
Abhijit Guha Roy, Nassir Navab, Christian Wachinger

* Accepted at MICCAI 2018 

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Inherent Brain Segmentation Quality Control from Fully ConvNet Monte Carlo Sampling

Jun 08, 2018
Abhijit Guha Roy, Sailesh Conjeti, Nassir Navab, Christian Wachinger

* Accepted at MICCAI 2018 

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QuickNAT: Segmenting MRI Neuroanatomy in 20 seconds

Jan 12, 2018
Abhijit Guha Roy, Sailesh Conjeti, Nassir Navab, Christian Wachinger

* Under Review 

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ReLayNet: Retinal Layer and Fluid Segmentation of Macular Optical Coherence Tomography using Fully Convolutional Network

Jul 07, 2017
Abhijit Guha Roy, Sailesh Conjeti, Sri Phani Krishna Karri, Debdoot Sheet, Amin Katouzian, Christian Wachinger, Nassir Navab

* Accepted for Publication at Biomedical Optics Express 

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Error Corrective Boosting for Learning Fully Convolutional Networks with Limited Data

Jul 02, 2017
Abhijit Guha Roy, Sailesh Conjeti, Debdoot Sheet, Amin Katouzian, Nassir Navab, Christian Wachinger

* Accepted at MICCAI 2017 

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Deep Residual Hashing

Dec 16, 2016
Sailesh Conjeti, Abhijit Guha Roy, Amin Katouzian, Nassir Navab

* Submitted to Information Processing in Medical Imaging, 2017 (Under review) 

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Deep Neural Ensemble for Retinal Vessel Segmentation in Fundus Images towards Achieving Label-free Angiography

Sep 19, 2016
Avisek Lahiri, Abhijit Guha Roy, Debdoot Sheet, Prabir Kumar Biswas

* Accepted as a conference paper at IEEE EMBC, 2016 

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DASA: Domain Adaptation in Stacked Autoencoders using Systematic Dropout

Mar 19, 2016
Abhijit Guha Roy, Debdoot Sheet

* Accepted at Asian Conference on Pattern Recognition 2015 

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