| name | quantum-latent-gan-benchmark |
| description | Controlled benchmark methodology for evaluating quantum vs classical generative augmentation in medical imaging |
| category | neuroscience |
| trigger_words | ["quantum GAN benchmark","quantum augmentation","controlled benchmark","latent GAN"] |
| arxiv_id | 2606.1897 |
A Controlled Benchmark of Quantum-Latent GAN Augmentation for Brain MRI
Summary
Controlled benchmark isolating quantum generator contribution to brain-MRI augmentation. Quantum and classical generators statistically indistinguishable. No augmentation variant outperforms real-data-only training. Low-data benefit behaves as regularization not faithful data expansion.
Core Methodology
- Category: cs.LG
- Authors: Syed Mujtaba Haider, Silvia Figini
- arXiv: 2606.18970
Key Concepts
- quantum GAN
- data augmentation
- benchmark
- brain MRI
- generative models
- quantum vs classical
- medical imaging
Activation Triggers
quantum GAN benchmark, quantum augmentation, controlled benchmark, latent GAN