QClusformer: A Quantum Transformer-based Framework for Unsupervised Visual Clustering

XB Nguyen, HQ Nguyen, SYC Chen, SU Khan… - arXiv preprint arXiv …, 2024 - arxiv.org
Unsupervised vision clustering, a cornerstone in computer vision, has been studied for
decades, yielding significant outcomes across numerous vision tasks. However, these …

Quantum Visual Feature Encoding Revisited

XB Nguyen, HQ Nguyen, H Churchill, SU Khan… - arXiv preprint arXiv …, 2024 - arxiv.org
Although quantum machine learning has been introduced for a while, its applications in
computer vision are still limited. This paper, therefore, revisits the quantum visual encoding …

Hierarchical Quantum Control Gates for Functional MRI Understanding

XB Nguyen, HQ Nguyen, H Churchill, SU Khan… - arXiv preprint arXiv …, 2024 - arxiv.org
Quantum computing has emerged as a powerful tool for solving complex problems
intractable for classical computers, particularly in popular fields such as cryptography …