Quantum Machine Learning Applications in Computer Vision

Advanced Research in Quantum Algorithms and Applications

Department of Computer Science and Engineering

Quantum Machine Learning

Exploring the intersection of quantum computing and machine learning to develop novel algorithms and applications.

Quantum Neural Networks |ψ⟩

Quantum neural networks leverage quantum superposition and entanglement to process information in ways impossible for classical neural networks.

Variational Quantum Circuits (VQC)

VQCs use parameterized quantum circuits to solve optimization problems, combining quantum computing with classical optimization techniques.

Quantum Kernel Methods

Quantum kernel methods exploit quantum feature spaces to perform machine learning tasks with potential quantum advantage.