View Proposal

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Proposer

Dongdong Chen

Title

Computer Vision and Imaging Topics: Generative Modeling and its Application in Image Processing

Goal

Description

Recent advances in AI-based Image Generation spearheaded by Diffusion models such as Glide, Dalle-2, Imagen, and Stable Diffusion have taken the world of “AI Art generation” by storm. Generating high-quality images from text descriptions is a challenging task. It requires a deep understanding of the underlying meaning of the text and the ability to generate an image consistent with that meaning. In recent years, Diffusion models have emerged as a powerful tool for addressing this problem. This project will focus on applying Diffusion Models for image generation, such as painting generation and image fusion. https://arxiv.org/abs/2006.11239 https://arxiv.org/abs/2011.13456 https://arxiv.org/abs/2303.06840 https://arxiv.org/abs/2305.08995

Resources

Background

knowledge of Python; basic of neural networks and deep learning

Url

Difficulty Level

Variable

Ethical Approval

None

Number Of Students

2

Supervisor

Dongdong Chen

Keywords

computer vision, diffusion models, image generation, image processing

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