Project-MONAI/GenerativeModels

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MONAI Generative Models Prototyping repository for generative models to be integrated into MONAI core, MONAI tutorials, and MONAI model zoo. Features Network architectures: Diffusion Model, Autoencoder-KL, VQ-VAE, Autoregressive transformers, (Multi-scale) Patch-GAN discriminator. Diffusion Model Noise Schedulers: DDPM, DDIM, and PNDM. Losses: Adversarial losses, Spectral losses, and Perceptual losses (for 2D and 3D data using LPIPS, RadImageNet, and 3DMedicalNet pre-trained models). Metrics: Multi-Scale...