Abhijit Guha Roy

Abhijit Guha Roy

About me:

I am a PhD student, working on Computational Medical Imaging. My current research Interests involves developing deep learning solutions for medical image analysis. Previously, I completed my masters at Indian Institute of Technology Kharagpur, India.

 

 

 

 

 

Research Focus:

  •  Brain MRI analysis
  • Retinal OCT analysis
  • Fully Convolutional Networks

 

Publications:

Conjeti, Sailesh ; Guha Roy, Abhijit ; Katouzian, Amin ; Navab, Nassir

Deep Residual Hashing Journal Article

Accepted at MICCAI 2017, 2017.

BibTeX

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

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

Accepted at Biomedical Optics Express, 2017.

BibTeX

Guha Roy, Abhijit ; Conjeti, Sailesh ; Sheet, Debdoot ; Katouzian, Amin ; Navab, Nassir ; Wachinger, Christian

Error Corrective Boosting for Learning Fully Convolutional Networks with Limited Data Journal Article

Accepted at MICCAI 2017, 2017.

BibTeX

Das, Kausik ; Karri, Sri Phani Krishna ; Guha Roy, Abhijit ; Chatterjee, Jyotirmoy ; Sheet, Debdoot

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

Biomedical Imaging (ISBI 2017), 2017 IEEE 14th International Symposium on, pp. 1024–1027, IEEE 2017.

BibTeX

Conjeti, Sailesh ; Katouzian, Amin ; Guha Roy, Abhijit ; Peter, Lo{"i}c ; Sheet, Debdoot ; Carlier, St{'e}phane ; Laine, Andrew ; Navab, Nassir

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

Medical image analysis, 32 , pp. 1–17, 2016.

BibTeX

Guha Roy, Abhijit ; Conjeti, Sailesh ; Carlier, Stephane G; Houissa, Khalil ; K{ö}nig, Andreas ; Dutta, Pranab K; Laine, Andrew F; Navab, Nassir ; Katouzian, Amin ; Sheet, Debdoot

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

Biomedical Imaging (ISBI), 2016 IEEE 13th International Symposium on, pp. 1359–1362, IEEE 2016.

BibTeX

Das, Kausik ; Guha Roy, Abhijit ; Chatterjeeb, Jyotirmoy ; Sheet, Debdoot

Landscaping of Random Forests through Controlled Deforestation Inproceedings

National Communications Conference, IEEE 2016.

BibTeX

Lahiri, Avisek ; Guha Roy, Abhijit ; Sheet, Debdoot ; Biswas, Prabir Kumar

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

Engineering in Medicine and Biology Society (EMBC), 2016 IEEE 38th Annual International Conference of the, pp. 1340–1343, IEEE 2016.

BibTeX

Conjeti, S; Guha Roy, A; Sheet, D; Carlier, S; Syeda-Mahmood, T; Navab, N; Katouzian, A

Domain Adapted Model for In Vivo Intravascular Ultrasound Tissue Characterization Journal Article

Computing and Visualization for Intravascular Imaging and Computer-Assisted Stenting, pp. 157, 2016.

BibTeX

Guha Roy, Abhijit ; Conjeti, Sailesh ; Carlier, Stephane ; Dutta, Pranab ; Kastrati, Adnan ; Laine, Andrew ; Navab, Nassir ; Katouzian, Amin ; Sheet, Debdoot

Lumen Segmentation in Intravascular Optical Coherence Tomography using Backscattering Tracked and Initialized Random Walks Journal Article

Journal of Biomedical and Health Informatics, 2015.

BibTeX

Guha Roy, Abhijit ; Conjeti, Sailesh ; Carlier, Stephane G; Konig, Andreas ; Kastrati, Adnan ; Dutta, Pranab K; Laine, Andrew F; Navab, Nassir ; Sheet, Debdoot ; Katouzian, Amin

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

Biomedical Imaging (ISBI), 2015 IEEE 12th International Symposium on, pp. 428–431, IEEE 2015.

BibTeX

Guha Roy, Abhijit ; Sheet, Debdoot

DASA: Domain adaptation in stacked autoencoders using systematic dropout Inproceedings

Pattern Recognition (ACPR), 2015 3rd IAPR Asian Conference on, pp. 735–739, IEEE 2015.

BibTeX