My research is focused on developing machine learning algorithms with deep neural networks and graphical models for visual computing including medical image analysis and surgical informatics.
Joint learning of ultrasonic backscattering statistical physics and signal confidence primal for characterizing atherosclerotic plaques using intravascular ultrasound by Sheet D, Karamalis A, Eslami A, Noel PB, Chatterjee J, Ray AK, Laine AF, Carlier SG, Navab N, Katouzian A Medical Image Analysis 18(1) 103-117 (2014)
Hunting for necrosis in the shadows of intravascular ultrasound by Sheet D, Karamalis A, Eslami A, Noel PB, Virmani R, Nakano M, Chatterjee J, Ray AK, Laine AF, Carlier SG, Navab N, Katouzian A Computerized Medical Imaging and Graphics 38(2) 104-112 (2014)
In situ histology of mice skin through transfer learning of tissue energy interaction in optical coherence tomography by Sheet D, Chaudhary A, Karri SPK, Das D, Katouzian A, Banerjee P, Navab N, Chatterjee J, Ray AK Journal of Biomedical Optics 18(9) 090503-1-3 (2013)
Iterative self-organizing atherosclerotic tissue labeling in intravascular ultrasound images and comparison with virtual histology by Katouzian A, Karamalis A, Sheet D, Konofagou E, Baseri B, Carlier SG, Eslami A, Koenig A, Navab N, Laine AF IEEE Transactions on Biomedical Engineering 59(11) 3039- 3049 (2012)
Digital microscopy equipment with image acquisition, image analysis and network communication by Garud H, Sheet D, Chatterjee J, Mahadevappa M, Ray AK US Patent - (2011)
Computer Vision Theoretic Approach for Breast Cancer Diagnosis: Commonly Perceived Diagnostic Significance of Cytological Features and Feature Usability Analysis of an Existing Breast Cancer Database by Garud H, Sheet D, Chatterjee J, Mahadevappa M, Ray AK and Ghosh A Multimodality Breast Imaging: Diagnosis and Treatment 361-382 (2013)
Brightness preserving dynamic fuzzy histogram equalization by Sheet D, Garud H, Suveer A, Chatterjee J and Mahadevappa M IEEE Transactions on Consumer Electronics 56(4) 2475-2480 (2010)
Collaborative Research on Artificial Intelligence, Imaging and Computing Platforms for Steel Plant Process Monitoring TATA STEEL LIMITED
Collaborative Research on Artificial Intelligence for Microscopy Imaging and Image Analysis SIGTUPLE TECHNOLOGIES PRIVATE LIMITED
MIRIAD: Many Incarnations of Screening Radiology for High Throughput Disease Screening Via Multiple Instance Reinforcement Learning with Adversarial Deep Neural Networks INTEL TECHNOLOGY INDIA PRIVATE LIMITED
AWS:NAIRP:Creating a Collateral for Supporting Popular ML Applications on AWS Infrastructure through National AI Resource Platform Amazon Web Services, Inc.
Area of Research: Computational imaging and machine learning
Area of Research: Computer assisted intervention, machine learning, medical image computing
Area of Research: Computational medical imaging and image analysis
Area of Research: Medical image analysis, video processing, explainable models.