Abhijit Guha Roy

发表

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

Nassir Navab, Christian Wachinger, Anne-Marie Rickmann, 2019, MICCAI.

Abstract: Fast MRI Whole Brain Segmentation with Fully Convolutional Neural Networks

Nassir Navab, Christian Wachinger, Abhijit Guha Roy, 2018, Bildverarbeitung für die Medizin.

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

Nassir Navab, Christian Wachinger, Abhijit Guha Roy, 2019, IPMI.

Bayesian QuickNAT: Model uncertainty in deep whole-brain segmentation for structure-wise quality control

Nassir Navab, Christian Wachinger, Abhijit Guha Roy, 2018, NeuroImage.

Multiple instance learning of deep convolutional neural networks for breast histopathology whole slide classification

Abhijit Guha Roy, Sailesh Conjeti, Debdoot Sheet, 2018, 2018 IEEE 15th International Symposium on Biomedical Imaging (ISBI 2018).

Multiscale distribution preserving autoencoders for plaque detection in intravascular optical coherence tomography

Nassir Navab, Pranab K. Dutta, Abhijit Guha Roy, 2016, 2016 IEEE 13th International Symposium on Biomedical Imaging (ISBI).

DASA: Domain adaptation in stacked autoencoders using systematic dropout

Abhijit Guha Roy, Debdoot Sheet, 2015, 2015 3rd IAPR Asian Conference on Pattern Recognition (ACPR).

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

Nassir Navab, Christian Wachinger, Abhijit Guha Roy, 2018, NeuroImage.

Deep neural ensemble for retinal vessel segmentation in fundus images towards achieving label-free angiography

Prabir Kumar Biswas, Abhijit Guha Roy, Avisek Lahiri, 2016, 2016 38th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC).

Supervised domain adaptation of decision forests: Transfer of models trained in vitro for in vivo intravascular ultrasound tissue characterization

Nassir Navab, Abhijit Guha Roy, Sailesh Conjeti, 2016, Medical Image Anal..

Concurrent Spatial and Channel Squeeze & Excitation in Fully Convolutional Networks pdf

Nassir Navab, Christian Wachinger, Abhijit Guha Roy, 2018, MICCAI.

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

Nassir Navab, Abhijit Guha Roy, Sailesh Conjeti, 2018, ArXiv.

Classifying histopathology whole-slides using fusion of decisions from deep convolutional network on a collection of random multi-views at multi-magnification

Abhijit Guha Roy, Debdoot Sheet, Jyotirmoy Chatterjee, 2017, 2017 IEEE 14th International Symposium on Biomedical Imaging (ISBI 2017).

Lumen Segmentation in Intravascular Optical Coherence Tomography Using Backscattering Tracked and Initialized Random Walks

Nassir Navab, Pranab K. Dutta, Abhijit Guha Roy, 2016, IEEE Journal of Biomedical and Health Informatics.

Abstract: Deep Hashing for Large-Scale Medical Image Retrieval

Nassir Navab, Abhijit Guha Roy, Sailesh Conjeti, 2018, Bildverarbeitung für die Medizin.

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

Nassir Navab, Abhijit Guha Roy, Magdalini Paschali, 2019, MICCAI.

Bayesian Neural Networks for Uncertainty Estimation of Imaging Biomarkers pdf

Christian Wachinger, Abhijit Guha Roy, Daniel Gutmann, 2020, MLMI@MICCAI.

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

Nassir Navab, Christian Wachinger, Abhijit Guha Roy, 2019, Medical Image Anal..

QuickNAT: Segmenting MRI Neuroanatomy in 20 seconds pdf

Nassir Navab, Christian Wachinger, Abhijit Guha Roy, 2018, ArXiv.

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

Nassir Navab, Christian Wachinger, Abhijit Guha Roy, 2019, ArXiv.

Recalibrating Fully Convolutional Networks With Spatial and Channel “Squeeze and Excitation” Blocks

Nassir Navab, Christian Wachinger, Abhijit Guha Roy, 2018, IEEE Transactions on Medical Imaging.

Importance Driven Continual Learning for Segmentation Across Domains pdf

Christian Wachinger, Anne-Marie Rickmann, Abhijit Guha Roy, 2020, MLMI@MICCAI.

Error Corrective Boosting for Learning Fully Convolutional Networks with Limited Data pdf

Nassir Navab, Christian Wachinger, Abhijit Guha Roy, 2017, MICCAI.

InfiNet: Fully convolutional networks for infant brain MRI segmentation

Nassir Navab, Christian Wachinger, Abhijit Guha Roy, 2018, 2018 IEEE 15th International Symposium on Biomedical Imaging (ISBI 2018).

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

Nassir Navab, Christian Wachinger, Abhijit Guha Roy, 2017, Biomedical optics express.

Inherent Brain Segmentation Quality Control from Fully ConvNet Monte Carlo Sampling pdf

Nassir Navab, Christian Wachinger, Abhijit Guha Roy, 2018, MICCAI.

Deep Residual Hashing pdf

Nassir Navab, Abhijit Guha Roy, Sailesh Conjeti, 2016, ArXiv.

Hashing with Residual Networks for Image Retrieval

Nassir Navab, Abhijit Guha Roy, Sailesh Conjeti, 2017, MICCAI.

Contrastive Training for Improved Out-of-Distribution Detection pdf

Pushmeet Kohli, Abhijit Guha Roy, Olaf Ronneberger, 2020, ArXiv.

An AutoML Approach for the Prediction of Fluid Intelligence from MRI-Derived Features

Christian Wachinger, Abhijit Guha Roy, Ignacio Sarasua, 2019, ABCD-NP@MICCAI.

Prediction of Fluid Intelligence from T1-Weighted Magnetic Resonance Images

Christian Wachinger, Abhijit Guha Roy, Ignacio Sarasua, 2019, ABCD-NP@MICCAI.

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

Jian Wang, Ping Wu, Abhijit Guha Roy, 2018, DLMIA/ML-CDS@MICCAI.

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

Nassir Navab, Christian Wachinger, Abhijit Guha Roy, 2019, ArXiv.

Bag of forests for modelling of tissue energy interaction in optical coherence tomography for atherosclerotic plaque susceptibility assessment

Nassir Navab, Pranab K. Dutta, Abhijit Guha Roy, 2015, 2015 IEEE 12th International Symposium on Biomedical Imaging (ISBI).

Does Your Dermatology Classifier Know What It Doesn't Know? Detecting the Long-Tail of Unseen Conditions

Shekoofeh Azizi, Abhijit Guha Roy, Nick Pawlowski, 2021, Medical Image Anal..

Deep Learning on 18F-FDG PET Imaging for Differential Diagnosis of Parkinsonian Syndromes

Nassir Navab, Abhijit Guha Roy, Sibylle Ziegler, 2018 .

Domain Adapted Model for In Vivo Intravascular Ultrasound Tissue Characterization

Abhijit Guha Roy, Nassir Navab, T. Syeda-Mahmood, 2017 .

Robust and Efficient Medical Imaging with Self-Supervision

Abhijit Guha Roy, Po-Hsuan Cameron Chen, Justin D Krogue, 2022, ArXiv.

Robust and Efficient Medical Imaging with Self-Supervision

David J. Fleet, Geoffrey E. Hinton, Abhijit Guha Roy, 2022, ArXiv.

A Simple Fix to Mahalanobis Distance for Improving Near-OOD Detection pdf

Abhijit Guha Roy, Stanislav Fort, Balaji Lakshminarayanan, 2021, ArXiv.

Does Your Dermatology Classifier Know What It Doesn't Know? Detecting the Long-Tail of Unseen Conditions

Abhijit Guha Roy, Yuan Liu, P. Bui, 2021, Medical Image Anal..

Generative models improve fairness of medical classifiers under distribution shifts

Abhijit Guha Roy, Pushmeet Kohli, A. Cemgil, 2023, Nature medicine.

Effect of MRI acquisition acceleration via compressed sensing and parallel imaging on brain volumetry

Abhijit Guha Roy, C. Zimmer, D. Hedderich, 2021, Magnetic Resonance Materials in Physics, Biology and Medicine.

Robust and data-efficient generalization of self-supervised machine learning for diagnostic imaging

David J. Fleet, Geoffrey E. Hinton, Abhijit Guha Roy, 2023, Nature Biomedical Engineering.

Conformal prediction under ambiguous ground truth

Abhijit Guha Roy, A. Doucet, A. Cemgil, 2023, 2307.09302.

Evaluating AI systems under uncertain ground truth: a case study in dermatology

Abhijit Guha Roy, A. Doucet, Pushmeet Kohli, 2023, ArXiv.

Inherent Brain Segmentation Quality Control from Fully ConvNet Monte Carlo Sampling

Abhijit Guha Roy, Nassir Navab, C. Wachinger, 2018, MICCAI.

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

Abhijit Guha Roy, Nassir Navab, S. Karri, 2017, Biomedical optics express.

MINT: A wrapper to make multi-modal and multi-image AI models interactive

Abhijit Guha Roy, Krishnamurthy Dvijotham, D. Webster, 2024, ArXiv.

Conformal prediction under ambiguous ground truth

Abhijit Guha Roy, A. Doucet, A. Cemgil, 2023, ArXiv.

Bayesian Neural Networks for Uncertainty Estimation of Imaging Biomarkers

Abhijit Guha Roy, F. Bamberg, C. Wachinger, 2020, MLMI@MICCAI.