Does DCGAN-Based Synthetic Augmentation Improve Brain Tumor MRI Classification? An Empirical Study

arXiv:2609.28508 · eess.IV, cs.CV · Submitted 2026-09-20 · Read on arXiv

eess.IV, cs.CV

Submitted: 2026-09-20

Updated: 2026-09-20

Terminology

Transformer — 12× in this paper · explained in 2 episodes
Accuracy — 8× in this paper · explained in 1 episode
AUC — 6× in this paper · explained in 2 episodes
Data Augmentation — 4× in this paper · explained in 7 episodes
Diffusion Model — 4× in this paper · explained in 8 episodes
Diffusion Models — 3× in this paper · explained in 6 episodes
Fidelity — 2× in this paper · explained in 2 episodes
Adam — 1× in this paper · explained in 2 episodes
Benchmark — 1× in this paper · explained in 2 episodes
Consistency — 1× in this paper · explained in 3 episodes
External Validation — 1× in this paper · explained in 2 episodes
F1 Score — 1× in this paper · explained in 3 episodes
Generative Adversarial Networks (GANs) — 1× in this paper · explained in 3 episodes
Generative Model — 1× in this paper · explained in 2 episodes
Generative Modeling — 1× in this paper · explained in 3 episodes
Generative Models — 1× in this paper · explained in 2 episodes
Paper Review — 1× in this paper · explained in 2 episodes
Transfer Learning — 1× in this paper · explained in 10 episodes
Vision Transformer (ViT) — 1× in this paper · explained in 2 episodes