CT Image Synthesis from MR Image Using Edge-Aware Generative Adversarial Network. - Jiffy Joseph; Rita Prasanth; Sebin Abraham Maret; P. N. Pournami; P. B. Jayaraj; Niyas Puzhakkal (CVIP (1), 2022)

Computed tomography image generation from magnetic resonance imaging using Wasserstein metric for MR-only radiation therapy. - Jiffy Joseph; Challa Hemanth; Pournami Pulinthanathu Narayanan; Jayaraj Pottekkattuvalappil Balakrishnan; Niyas Puzhakkal (Int. J. Imaging Syst. Technol., 2022)

SART-Res-UNet: Fan Beam CT Image Reconstruction from Limited Projections using attention-enabled residual U-Net. - Harika Jinka; Jyothsna Shaji; Sangeeth John; Sreeraj R. Menon; Amalu Pradeep; P. B. Jayaraj; Pournami P. N; Niyas Puzhakkal (ACML, 2023)

SABOS-Net: Self-supervised attention based network for automatic organ segmentation of head and neck CT images. - Seenia Francis; Goutham Pooloth; Sai Bala Subrahmanyam Singam; Niyas Puzhakkal; Pournami Pulinthanathu Narayanan; Jayaraj Pottekkattuvalappil Balakrishnan (Int. J. Imaging Syst. Technol., 2023)

MemU-Net: A new volumetric dose prediction model using deep learning techniques in radiation treatment planning. - Lekshmy P. Chandran; K. A. Abdul Nazeer; Niyas Puzhakkal; Dinesh Makuny (Biomed. Signal Process. Control., 2023)

ContourGAN: Auto-contouring of organs at risk in abdomen computed tomography images using generative adversarial network. - Seenia Francis; P. B. Jayaraj; P. N. Pournami; Niyas Puzhakkal (Int. J. Imaging Syst. Technol., 2023)

Cone beam computed tomography enhancement using feature-embedded variational autoencoder with a perceptual loss function. - Jiffy Joseph; Aparajit Singh; Pournami Pulinthanathu Narayanan; Jayaraj Pottekkattuvalappil Balakrishnan; Niyas Puzhakkal (Int. J. Imaging Syst. Technol., 2023)

A 3D U-Net based two stage deep learning framework for predicting dose distributions in radiation treatment planning. - Lekshmy P. Chandran; Abdul Nazeer Kochannan Parampil Abdul Rahiman; Niyas Puzhakkal; Dinesh Makuni (Int. J. Imaging Syst. Technol., 2024)