Prudhvi

Image Super-Resolution using CNN & GAN

Deep Learning Intern - SMSS Department, IIT Mandi - Himachal Pradesh, India

Image Super-Resolution using CNN & GAN

• Model Development & Evaluation: Designed and trained SRCNN and SRGAN models for 4× image super-resolution, comparing pixel-wise reconstruction with perceptual quality enhancement using adversarial learning.
• Experimentation & Visualization: Built a reproducible training and evaluation pipeline using PyTorch, torchvision, PIL, Matplotlib, and tqdm, and documented architectural trade-offs in a research-grade report.

B.Tech - Maths and Computing - Indian Institute of Technology, Mandi (2023-01 - 2027-12)

Intermediate - Narayana Junior College, Vijayawada (2021-01 - 2023-12)