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MAISI mask autoencoder

Open wachinger opened this issue 10 months ago • 4 comments

Hi,

Thanks for your great work with MAISI. The mask_generation_autoencoder has 8 input channels. What is the kind of data that is required as input? Would you have an example on how to use the mask autoencoder alone, without the diffusion part based on the provided data description for mask_pseudo_label*.nii.gz ?

"mask_generation_autoencoder_def": {
    "_target_": "monai.apps.generation.maisi.networks.autoencoderkl_maisi.AutoencoderKlMaisi",
    "spatial_dims": "@spatial_dims",
    "in_channels": 8,
    "out_channels": 125,

Thanks, Christian

wachinger avatar Apr 11 '25 14:04 wachinger

@guopengf Hi Pengfei, could you help answer this question? Thank you!

Can-Zhao avatar Aug 14 '25 18:08 Can-Zhao

Hi @wachinger, you can use this function ldm_conditional_sample_one_mask to use the mask generation model alone. We will create a new tutorial on how to use a standalone mask generation diffusion model.

guopengf avatar Aug 18 '25 17:08 guopengf

Hi @guopengf , i am also interested in the in_channels of the mask autoencoder, what is the data type of this input ?

mar-cry avatar Sep 09 '25 12:09 mar-cry

Please refer to the discussion here https://github.com/Project-MONAI/tutorials/discussions/2026#discussioncomment-14324998

guopengf avatar Sep 09 '25 13:09 guopengf