An avid researcher specializing in hyperspectral image classification and denoising, I have dedicated my academic pursuits to the intricacies of image analysis and processing. Currently serving as a Reviewer for the esteemed IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (JSTARS) and Engineering Applications of Artificial Intelligence (Elsevier), I contribute actively to the scholarly discourse in my field.

My academic journey has been marked by a commitment to diverse research domains, culminating in the publication of three notable works across varied areas of study. As a Research Scholar at Chongqing University, China, I deeply engaged with the most current methodologies, leveraging the power of hyperspectral imaging to explore and innovate within the realm of image classification and denoising.

My passion lies in unraveling the complexities of hyperspectral imagery, seeking novel solutions to enhance image quality and optimize classification algorithms. With a blend of theoretical expertise and practical experience, I continually strive to push the boundaries of knowledge in this fascinating field.

Driven by curiosity and a relentless pursuit of excellence, I am dedicated to contributing impactful insights to the scientific community, fostering advancements that transcend traditional boundaries in hyperspectral image analysis.

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• Title: Sensual Semantic Analysis for Effective Query Expansion. International Journal of Advanced Computer Science and Applications 2018 | Journal article DOI: 10.14569/IJACSA.2018.091208 EID: 2-s2.0-85059519378 Part of ISSN: 21565570 2158107X CONTRIBUTORS: Raza, M.A.; Rahmah, M.; Noraziah, A.; Ashraf, M.
• Title: Addressing software related issues on legacy systems – a review. International Journal of Scientific and Technology Research 2020 | Journal article Part of ISSN: 22778616. CONTRIBUTORS: Ali, M.; Hussain, S.; Ashraf, M.; Paracha, M.K.
• Title: A Novel Method for Ranking a Website Rating via Search Engine Optimization. VFAST Transactions on Software Engineering 2023-06-30 |Journal article DOI: 10.21015/vtse.v11i2.1559. Part of ISSN: 2309-3978. Part of ISSN: 2411-6246. CONTRIBUTORS: Muhammad Ahsan Raza; Binish Raza; Mahmood Ashraf; Sehrish Raza.
• Title: A Joint Architecture of Mixed-Attention Transformer and Octave Module for Hyperspectral Image Denoising. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 2024 | Journal article DOI: 10.1109/JSTARS.2024.3356523 CONTRIBUTORS: Mahmood Ashraf; Lihui Chen; Xichuan Zhou; Muhammad Allah Rakha.
• Title: Spatial-spectral BERT for Hyperspectral Image Classification. Remote Sensing 2024-01-31 | Journal article
• DOI: 10.3390/rs16030539. CONTRIBUTORS: Mahmood Ashraf; Xichuan Zhou; Gemine Vivone; Lihui Chen; Rong Chen; Reza Seifi Majdard.
• Title: A Novel 3D UNet architecture for Hyperspectral Image Classification. Plos one (status: Under review) as first author.
• Title: Attention 3D Central Difference Convolutional Dense Network for Hyperspectral Image Classification (Accepted in Plos One) as first author.
• Title: Remote Sensing-Enhanced Transfer Learning Approach for Agricultural Damage and Change Detection: A Deep Learning Perspective. Big data research (Elsevier). 2024-03-20| Journal article. DOI: 10.1016/j.bdr.2024.100449. CONTRIBUTORS: Zehua Liu, Jiuhao Li, Mahmood Ashraf, M.S. Syam, Muhammad Asif, Emad Mahrous Awwad, Muna Al-Razgan, Uzair Aslam Bhatti.
• 1 paper is proceeding in Applied intelligence as first author (Springer).

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