quantum-latent-gan-benchmark

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