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Abhijit Guha Roy
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Year
Concurrent Spatial and Channel Squeeze & Excitation in Fully Convolutional Networks
AG Roy, N Navab, C Wachinger
International Conference on Medical Image Computing and Computer-Assisted …, 2018
10032018
ReLayNet: retinal layer and fluid segmentation of macular optical coherence tomography using fully convolutional networks
AG Roy, S Conjeti, SPK Karri, D Sheet, A Katouzian, C Wachinger, ...
Biomedical optics express 8 (8), 3627-3642, 2017
6152017
Recalibrating Fully Convolutional Networks with Spatial and Channel 'Squeeze & Excitation' Blocks
AG Roy, N Navab, C Wachinger
IEEE Transactions on Medical Imaging, 2018
4272018
Braintorrent: A peer-to-peer environment for decentralized federated learning
AG Roy, S Siddiqui, S Pölsterl, N Navab, C Wachinger
arXiv preprint arXiv:1905.06731, 2019
3412019
QuickNAT: A fully convolutional network for quick and accurate segmentation of neuroanatomy
AG Roy, S Conjeti, N Navab, C Wachinger, ADN Initiative
NeuroImage 186, 713-727, 2019
279*2019
Contrastive training for improved out-of-distribution detection
J Winkens, R Bunel, AG Roy, R Stanforth, V Natarajan, JR Ledsam, ...
arXiv preprint arXiv:2007.05566, 2020
2332020
'Squeeze & Excite' Guided Few-Shot Segmentation of Volumetric Images
AG Roy, S Siddiqui, S Pölsterl, N Navab, C Wachinger
Medical Image Analysis 59, 1-12, 2019
1712019
A simple fix to mahalanobis distance for improving near-ood detection
J Ren, S Fort, J Liu, AG Roy, S Padhy, B Lakshminarayanan
arXiv preprint arXiv:2106.09022, 2021
1602021
Bayesian QuickNAT: Model uncertainty in deep whole-brain segmentation for structure-wise quality control
AG Roy, S Conjeti, N Navab, C Wachinger, ...
NeuroImage 195, 11-22, 2019
1372019
Does your dermatology classifier know what it doesn’t know? detecting the long-tail of unseen conditions
AG Roy, J Ren, S Azizi, A Loh, V Natarajan, B Mustafa, N Pawlowski, ...
Medical Image Analysis 75, 102274, 2022
1082022
Error Corrective Boosting for Learning Fully Convolutional Networks with Limited Data
AG Roy, S Conjeti, D Sheet, A Katouzian, N Navab, C Wachinger
International Conference on Medical Image Computing and Computer-Assisted …, 2017
108*2017
Inherent Brain Segmentation Quality Control from Fully ConvNet Monte Carlo Sampling
AG Roy, S Conjeti, N Navab, C Wachinger
International Conference on Medical Image Computing and Computer-Assisted …, 2018
1002018
Multiple instance learning of deep convolutional neural networks for breast histopathology whole slide classification
K Das, S Conjeti, AG Roy, J Chatterjee, D Sheet
2018 IEEE 15th International Symposium on Biomedical Imaging (ISBI 2018 …, 2018
962018
Robust and data-efficient generalization of self-supervised machine learning for diagnostic imaging
S Azizi, L Culp, J Freyberg, B Mustafa, S Baur, S Kornblith, T Chen, ...
Nature Biomedical Engineering 7 (6), 756-779, 2023
912023
Deep neural ensemble for retinal vessel segmentation in fundus images towards achieving label-free angiography
A Lahiri, AG Roy, D Sheet, PK Biswas
2016 38th annual international conference of the IEEE engineering in …, 2016
912016
Robust and efficient medical imaging with self-supervision
S Azizi, L Culp, J Freyberg, B Mustafa, S Baur, S Kornblith, T Chen, ...
arXiv preprint arXiv:2205.09723, 2022
592022
Classifying histopathology whole-slides using fusion of decisions from deep convolutional network on a collection of random multi-views at multi-magnification
K Das, SPK Karri, AG Roy, J Chatterjee, D Sheet
2017 IEEE 14th International Symposium on Biomedical Imaging (ISBI 2017 …, 2017
572017
Lumen Segmentation in Intravascular Optical Coherence Tomography using Backscattering Tracked and Initialized Random Walks
A Guha Roy, S Conjeti, S Carlier, P Dutta, A Kastrati, A Laine, N Navab, ...
Journal of Biomedical and Health Informatics, 2015
462015
Manifold exploring data augmentation with geometric transformations for increased performance and robustness
M Paschali, W Simson, AG Roy, R Göbl, C Wachinger, N Navab
Information Processing in Medical Imaging: 26th International Conference …, 2019
432019
'Project & Excite' Modules for Segmentation of Volumetric Medical Scans
AM Rickmann, AG Roy, I Sarasua, N Navab, C Wachinger
International Conference on Medical Image Computing and Computer-Assisted …, 2019
422019
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