Niyas Puzhakkal

Publication Activity (10 Years)

Years Active: 2022-2024
Publications (10 Years): 8

Top Topics

Radiation Therapy

Treatment Planning

Organ Segmentation

Magnetic Resonance

Top Venues

Int. J. Imaging Syst. Technol.

Biomed. Signal Process. Control.

Publications

Lekshmy P. Chandran, Abdul Nazeer Kochannan Parampil Abdul Rahiman, Niyas Puzhakkal, Dinesh Makuni
A 3D U-Net based two stage deep learning framework for predicting dose distributions in radiation treatment planning. Int. J. Imaging Syst. Technol. 34 (1) (2024)
Seenia Francis, Goutham Pooloth, Sai Bala Subrahmanyam Singam, Niyas Puzhakkal, Pournami Pulinthanathu Narayanan, Jayaraj Pottekkattuvalappil Balakrishnan
SABOS-Net: Self-supervised attention based network for automatic organ segmentation of head and neck CT images. Int. J. Imaging Syst. Technol. 33 (1) (2023)
Harika Jinka, Jyothsna Shaji, Sangeeth John, Sreeraj R. Menon, Amalu Pradeep, P. B. Jayaraj, Pournami P. N, Niyas Puzhakkal
SART-Res-UNet: Fan Beam CT Image Reconstruction from Limited Projections using attention-enabled residual U-Net. ACML (2023)
Jiffy Joseph, Aparajit Singh, Pournami Pulinthanathu Narayanan, Jayaraj Pottekkattuvalappil Balakrishnan, Niyas Puzhakkal
Cone beam computed tomography enhancement using feature-embedded variational autoencoder with a perceptual loss function. Int. J. Imaging Syst. Technol. 33 (5) (2023)
Seenia Francis, P. B. Jayaraj, P. N. Pournami, Niyas Puzhakkal
ContourGAN: Auto-contouring of organs at risk in abdomen computed tomography images using generative adversarial network. Int. J. Imaging Syst. Technol. 33 (5) (2023)
Lekshmy P. Chandran, Abdul Nazeer K. A., Niyas Puzhakkal, Dinesh Makuny
MemU-Net: A new volumetric dose prediction model using deep learning techniques in radiation treatment planning. Biomed. Signal Process. Control. 85 (2023)
Jiffy Joseph, Challa Hemanth, Pournami Pulinthanathu Narayanan, Jayaraj Pottekkattuvalappil Balakrishnan, Niyas Puzhakkal
Computed tomography image generation from magnetic resonance imaging using Wasserstein metric for MR-only radiation therapy. Int. J. Imaging Syst. Technol. 32 (6) (2022)
Jiffy Joseph, Rita Prasanth, Sebin Abraham Maret, P. N. Pournami, P. B. Jayaraj, Niyas Puzhakkal
CT Image Synthesis from MR Image Using Edge-Aware Generative Adversarial Network. CVIP (1) (2022)