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PhD Muhammad Usman
Employment
- Researcher at Gdansk University of Technology
- System Design and Test Engineer at Apple Inc.
- Electronics Engineer at SUPARCO
Publications
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total: 10
Catalog Publications
Year 2025
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EDRNet: An attention-based model for multi-type tumor and polyp segmentation in medical imaging
PublicationIn the pursuit of advancing medical image segmentation, this study introduces a novel neural network, Efficient Deep Residual Network (EDRNet). Our approach is designed to handle different types of tumors, encompassing MRI brain tumor segmentation, three breast tumor ultrasound segmentation tasks, and cholorectal polyp segmentation from the Kvasir dataset. EDRNet incorporates advanced architectural features such as Enhanced Residual...
Year 2024
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Enhanced encoder–decoder architecture for visual perception multitasking of autonomous driving
Publication -
Enhanced encoder–decoder architecture for visual perception multitasking of autonomous driving
PublicationVisual perception plays a vital role in autonomous driving systems, demanding high accuracy and real-time inference speed to ensure safety. In this paper, we propose a multi-task framework that simultaneously performs object detection, drivable area segmentation, and lane line identification, addressing the requirements of accurate and efficient visual perception. Our approach utilizes a shared-encoder architecture with three separate...
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Quantile-transformed multi-attention residual framework (QT-MARF) for medium-term PV and wind power prediction
Publication
Year 2023
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DCANet: deep context attention network for automatic polyp segmentation
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Hybrid forecasting models for wind-PV systems in diverse geographical locations: Performance and power potential analysis
Publication -
Hybrid Inception-embedded deep neural network ResNet for short and medium-term PV-Wind forecasting
Publication
Year 2022
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