├── LDM ├── LICENSE ├── README.md ├── configs │ └── latent-diffusion │ │ └── brats-ldm-vq-4.yaml ├── data │ └── DejaVuSans.ttf ├── environment.yaml ├── ldm │ ├── data │ │ ├── __init__.py │ │ ├── base.py │ │ └── brats.py │ ├── lr_scheduler.py │ ├── models │ │ ├── autoencoder.py │ │ ├── diffusion │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ ├── ddim.cpython-38.pyc │ │ │ │ └── ddpm.cpython-38.pyc │ │ │ ├── classifier.py │ │ │ ├── ddim.py │ │ │ ├── ddpm.py │ │ │ └── plms.py │ │ ├── normalization.py │ │ └── vqgan.py │ ├── modules │ │ ├── attention.py │ │ ├── diffusionmodules │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ ├── model.cpython-38.pyc │ │ │ │ ├── openaimodel.cpython-38.pyc │ │ │ │ └── util.cpython-38.pyc │ │ │ ├── model.py │ │ │ ├── openaimodel.py │ │ │ └── util.py │ │ ├── distributions │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ └── distributions.cpython-38.pyc │ │ │ └── distributions.py │ │ ├── ema.py │ │ ├── encoders │ │ │ ├── __init__.py │ │ │ └── modules.py │ │ ├── vqvae │ │ │ └── quantize.py │ │ └── x_transformer.py │ └── util.py ├── main.py ├── sampling.py └── setup.py ├── LICENSE ├── README.md ├── VQ-GAN ├── License.txt ├── README.md ├── configs │ ├── brats_vqgan_stage1.yaml │ └── brats_vqgan_stage2.yaml ├── environment.yaml ├── main.py ├── setup.py └── taming │ ├── data │ ├── brats.py │ ├── custom.py │ ├── helper_types.py │ └── utils.py │ ├── lr_scheduler.py │ ├── models │ ├── cond_transformer.py │ ├── dummy_cond_stage.py │ ├── normalization.py │ └── vqgan.py │ ├── modules │ ├── autoencoder │ │ └── lpips │ │ │ └── vgg.pth │ ├── diffusionmodules │ │ └── model.py │ ├── discriminator │ │ └── model.py │ ├── losses │ │ ├── __init__.py │ │ ├── lpips.py │ │ ├── segmentation.py │ │ └── vqperceptual.py │ ├── util.py │ └── vqvae │ │ └── quantize.py │ ├── scripts │ └── samples.py │ └── util.py └── asset ├── LDM.jpg 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