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利用深度强化学习提高单通道夜视图像的目标清晰度
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利用深度强化学习提高单通道夜视图像的目标清晰度
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Enhancing Object Clarity In Single Channel Night Vision
Images
Using Deep Reinforcement Learning
by
Adil Hossain
16201065
Mohammad Elham Robbani
17101132
Md. Riaz Ul Haque Sazid
17101292
Sk. Shahiduzzaman Siam
17101289
Wasiu Abtahee
20101623
A thesis submitted to the Department of Computer Science and Engineering
in partial fulfillment of the requirements for the degree of
B.Sc. in Computer Science
Department of Computer Science and Engineering
Brac University
January,2021
© 2020. Brac University
All rights reserved.
Declaration
It is hereby declared that
1. The thesis submitted is my/our own original work while completing degree at
Brac University.
2. The thesis does not contain material previously published or written by a
third party, except where this is appropriately cited through full and accurate
referencing.
3. The thesis does not contain material which has been accepted, or submitted,
for any other degree or diploma at a university or other institution.
4. We have acknowledged all main sources of help.
Student’s Full Name & Signature:
Adil Hossain
16201065
Mohammad Elham Robbani
17101132
Md. Riaz Ul Haque Sazid
17101292
Sk. Shahiduzzaman Siam
17101289
Wsiu Abtahee
20101623
i
Approval
The thesis/project titled “Enhancing Object Clarity In Single Channel Night Vision
Images Using Deep Reinforcement Learning” submitted by
1. Adil Hossain (16201065)
2. Mohammad Elham Robbani (17101132)
3. Md. Riaz Ul Haque Sazid (17101292)
4. Sk. Shahiduzzaman Siam (17101289)
5. Wasiu Abtahee (20101623)
Of Fall, 2020 has been accepted as satisfactory in partial fulfillment of the require-
ment for the degree of B.Sc. in Computer Science on January 11, 2021.
ii
Examining Committee:
Supervisor:
Dr. Amitabha Chakrabarty
(Member)
Dr. Amitabha Chakrabarty
Associate Professor
Department of Computer Science and Engineering
BRAC University
Program Coordinator:
Dr. Md. Golam Rabiul Alam
(Member)
Dr. Md. Golam Rabiul Alam
Associate Professor
Department of Computer Science and Engineering
BRAC University
Head of Department:
Mahbubul Alam Majumdar
(Chair)
Mahbubul Alam Majumdar
Professor and Dean, School of Data and Sciences
Department of Computer Science and Engineering
BRAC University
iii
Ethics Statement
As we collected our primary data from surveillance areas of different companies,
factories, corporate offices. We are respondent that all the identity of the footage
will be kept anonymous and this data will only be used for research purposes.
iv
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