Quantum Computing for Tomographic Image Reconstruction

Louisanity commented 1 year ago

Description

We aim to improve the tomographic image reconstruction technique to produce high-quality images using fewer measurements and a low signal-to-noise ratio. Our goal is to reduce patient discomfort and radiation exposure in clinical imaging. To achieve this objective, we propose using a quantum computer and associated hybrid methods (or any better proposal) for solving the ill-posed inverse problem of tomographic reconstruction.

We are extensively testing that the quantum algorithm can be a better solution than the classical methodology. There is a result demonstrating that their method produces accurate reconstructed binary and integer-valued images of up to 32×32 pixels, competing with traditional reconstruction algorithms while being more robust to noise and producing accurate results from a few projections. This work will help us prepare the quantum algorithm for later large-scale implementation.

More detail about previous research:

https://arxiv.org/pdf/2212.01312.pdf (Research work done by adiabatic quantum computer)

Deliverables

Research Paper

Mentors details

Mentor 1
- Name: Kuan-Cheng (Louis) Chen
- GitHub ID: @Louisanity
- What they do: Quantum Computing Researcher at Imperial College London Linkedin: https://www.linkedin.com/in/louis-chen-801214109/
Mentor 2
- Name: Tai Yue Li
- GitHub ID: @Tim-Li
- What they do: Quantum Computing Researcher (Postdoctoral) at NSRRC

Number of mentees

3

Type of mentees and Collaborator

Collaborator 1: @Vaishakgkumar
- Required: Required: Time to work on the project (~10 hours/week)
- Nice to have:
- Experience in Machine Learning (and/or) Image Processing
Collaborator 2: Duong Do
- Required: Required: Time to work on the project (~10 hours/week)
- Nice to have:
- Experience in Machine Learning (and/or) Image Processing
Collaborator 3: Thembelihle Dlamini
- Required: Required: Time to work on the project (~10 hours/week)
- Nice to have:
- Experience in Machine Learning (and/or) Image Processing
Collaborator 4: Reem Abdel-Salam
- Required: Required: Time to work on the project (~10 hours/week)
- Nice to have:
- Experience in Machine Learning (and/or) Image Processing
Mentee 1: @MiikaVuorio
- Required: Required: Time to work on the project (~10 hours/week)
- Nice to have:
- Experience in Machine Learning (and/or) Image Processing
Mentee 2: @SiddharthaMorales
- Required: Required: Time to work on the project (~10 hours/week)
- Nice to have:
- Experience in Machine Learning (and/or) Image Processing

Louisanity commented 1 year ago

@GemmaDawson could you help me set @Tim-Li as a mentor in this project? Many thanks!

Tim-Li commented 1 year ago

@GemmaDawson Hi, I am interested in this project and want to support this project goes on. Please assign me as a mentor for this project; thanks.

Vaishakgkumar commented 1 year ago

Hi, I am Interested in becoming a mentee on this project, I am just a beginner and would love to learn more about research in the field of quantum computing.

MiikaVuorio commented 1 year ago

Hi, I am interested on working on this project as a mentee. I am currently studying a quantum technology major with a neuroscience minor so this project lies in my area of interest for research.

Louisanity commented 1 year ago

Hi, I am Interested in becoming a mentee on this project, I am just a beginner and would love to learn more about research in the field of quantum computing.

Welcome to join our research. Please confirm that it's okay for you that I assign you as a mentee in our project.

Louisanity commented 1 year ago

Hi, I am interested on working on this project as a mentee. I am currently studying a quantum technology major with a neuroscience minor so this project lies in my area of interest for research.

Welcome to join our research. Please confirm that it's okay for you that I assign you as a mentee in our project.

Louisanity commented 1 year ago

@dimple12M Could you comment on my message here to join this project?

Louisanity commented 1 year ago

@SiddharthaMorales Could you comment on my message here to join this project?

MiikaVuorio commented 1 year ago

Hi, I am interested on working on this project as a mentee. I am currently studying a quantum technology major with a neuroscience minor so this project lies in my area of interest for research.

Welcome to join our research. Please confirm that it's okay for you that I assign you as a mentee in our project.

Thank you, I will gladly join this project as a mentee. What's the plan for the first meeting?

Vaishakgkumar commented 1 year ago

Hi, I am Interested in becoming a mentee on this project, I am just a beginner and would love to learn more about research in the field of quantum computing.

Welcome to join our research. Please confirm that it's okay for you that I assign you as a mentee in our project.

I would love to join as a mentee. Extremely sorry for the delayed response.