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publications
Deep-Based Quality Assessment of Medical Images Through Domain Adaptation
Published in IEEE International Conference on Image Processing (ICIP 2022), 2022
Predicting the perceptual quality of medical imagery is crucial for diagnostic workflows, yet annotated data are scarce and quality metrics must remain reliable across acquisition domains. We introduce a lightweight convolutional self-attention architecture that interpolates global quality scores from local perceptual cues while remaining data efficient.
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Automatic Diagnosis of Knee Osteoarthritis Severity Using Swin Transformers
Published in 20th International Conference on Content-Based Multimedia Indexing (CBMI 2023), 2023
Knee osteoarthritis is a widespread condition that can cause chronic pain and loss of mobility. Early detection and grading are critical for effective intervention, yet manual assessment remains labour intensive.
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Do Digital Images Tell the Truth?
Published in Digital Image Security, 2024
Since the advent of digital cameras, image editing tools have made it straightforward to manipulate content. Copy-move forgeries—where a region is duplicated and pasted within the same frame—are particularly challenging for human observers to detect, yet they threaten the credibility of visual evidence.
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Shifting Focus: From Global Semantics to Local Prominent Features in Swin Transformers for Knee Osteoarthritis Severity Assessment
Published in 32nd European Signal Processing Conference (EUSIPCO 2024), 2024
Conventional imaging diagnostics frequently encounter bottlenecks due to manual inspection, which can lead to delays and inconsistencies. Although deep learning offers a pathway to automation and enhanced accuracy, foundational models in computer vision often emphasise global context at the expense of the local structures that clinicians rely on.
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talks
Talk 1 on Relevant Topic in Your Field
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Conference Proceeding talk 3 on Relevant Topic in Your Field
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teaching
Teaching experience 1
Undergraduate course, University 1, Department, 2014
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Teaching experience 2
Workshop, University 1, Department, 2015
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