View Proposal

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Proposer

Dongdong Chen

Title

Deep Learning for Imaging and Low-Level Computer Vision

Goal

Description

Inverse problems are ubiquitous in computer vision, image processing, and signal processing. Many research or industrial scenarios essentially involve solving inverse problems, such as image super-resolution, image denoising, computational photography, astronomical imaging, medical image reconstruction, etc. Deep learning is one of the main pillars of modern AI due to its powerful learning capabilities. Exploring deep learning and AI solutions for solving inverse problems is a frontier topic. This project will investigate the fascinating and cutting-edge topic of deep learning for inverse problems. The students will also explore and develop the "Deep Inverse" library (see https://deepinv.github.io/deepinv/) - a Pytorch-based open-source library developed by an international and growing team for solving inverse imaging problems with deep learning. Students will be encouraged to publish academic papers if their progress is excellent. DeepInverse: https://deepinv.github.io/deepinv/ Background about deep learning for inverse problems: https://ieeexplore.ieee.org/abstract/document/10004796?casa_token=OWX4u5zTQxUAAAAA:4xqldZHDeZTsQaJLArqxMQqdkHzTnAKi51x2LtAT5BVfo_zWsVCYotmynl08nnqSkvFheAgOBQ

Resources

https://deepinv.github.io/deepinv/ https://ieeexplore.ieee.org/abstract/document/10004796?casa_token=OWX4u5zTQxUAAAAA:4xqldZHDeZTsQaJLArqxMQqdkHzTnAKi51x2LtAT5BVfo_zWsVCYotmynl08nnqSkvFheAgOBQ

Background

Knowledge of Python/Pytorch, deep learning, signal processing, and inverse problems (image reconstruction, denoising, super-resolution, etc.)

Url

External Link

Difficulty Level

High

Ethical Approval

None

Number Of Students

1

Supervisor

Dongdong Chen

Keywords

deep learning, machine learning, signal processing, image reconstruction, computer vision

Degrees

Bachelor of Science in Computer Science
Bachelor of Science in Computer Systems
Bachelor of Science in Information Systems
Bachelor of Science in Software Development for Business (GA)
Master of Engineering in Software Engineering
Master of Design in Games Design and Development
Master of Science in Artificial Intelligence
Master of Science in Artificial Intelligence with SMI
Master of Science in Business Information Management
Master of Science in Computer Science for Cyber Security
Master of Science in Computer Systems Management
Master of Science in Computing (2 Years)
Master of Science in Data Science
Master of Science in Human Robot Interaction
Master of Science in Information Technology (Business)
Master of Science in Information Technology (Software Systems)
Master of Science in Network Security
Master of Science in Robotics
Master of Science in Software Engineering
Bachelor of Science in Computing Science
Bachelor of Engineering in Robotics
Bachelor of Science in Computer Science (Cyber Security)
Master of Science in Robotics with Industrial Application
Postgraduate Diploma in Artificial Intelligence
Bachelor of Science in Statistical Data Science