Quantum Vision Transformers
Quantum analogues and quantum-native variants of the vision transformer for medical image classification
Joint work with F. Hoffmann-La Roche AG.
Developed both a quantum analogue and a quantum-native variant of the Vision Transformer architecture, and used them to classify Medical MNIST images. The quantum-native variant replaces the self-attention mechanism with orthogonal quantum circuits, and the approach was benchmarked with real hardware experiments (Kerenidis et al., 2024).
References
2024
- Quantum