Tootfinder

@… I’m very much in the same boat, but given that there’s Akrapovič, well-known manufacturer of exhaust systems for motorcycles and performance cars, I could very well imagine someone saying, “bro, I had an Akropovič exhaust fitted to my Kosmaczewski MX-100, it’s so freaking fast now, gotta install Piotrowski brakes!”

@… I’m very much in the same boat, but given that there’s Akrapovič, well-known manufacturer of exhaust systems for motorcycles and performance cars, I could very well imagine someone saying, “bro, I had an Akropovič exhaust fitted to my Kosmaczewski MX-100, it’s so freaking fast now, gotta install Piotrowski brakes!”

Proportional Sensitivity in Generative Adversarial Network (GAN)-Augmented Brain Tumor Classification Using Convolutional Neural Network
Mahin Montasir Afif, Abdullah Al Noman, K. M. Tahsin Kabir, Md. Mortuza Ahmmed, Md. Mostafizur Rahman, Mufti Mahmud, Md. Ashraful Babu
https://arxiv.org/abs/2506.17165

Proportional Sensitivity in Generative Adversarial Network (GAN)-Augmented Brain Tumor Classification Using Convolutional Neural Network
Generative Adversarial Networks (GAN) have shown potential in expanding limited medical imaging datasets. This study explores how different ratios of GAN-generated and real brain tumor MRI images impact the performance of a CNN in classifying healthy vs. tumorous scans. A DCGAN was used to create synthetic images which were mixed with real ones at various ratios to train a custom CNN. The CNN was then evaluated on a separate real-world test set. Our results indicate that the model maintains hig…