JuliaWolleb / Diffusion-based-Segmentation

This is the official Pytorch implementation of the paper "Diffusion Models for Implicit Image Segmentation Ensembles".
MIT License
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Image size #20

Open JesseWiers opened 1 year ago

JesseWiers commented 1 year ago

Why do you give the image_size flag value 256 when the slices are of size 240x240?

JuliaWolleb commented 1 year ago

This is a left-over of the original diffusion model implementation we built our method on (https://github.com/openai/guided-diffusion). There you need to specify the image dimesion to be in (64,128,256,512). If you rewrite this part of the code, you could also give an image size of 240.

MuqinZ commented 1 year ago

Hello! Can you give me your E-mail. I want to talk about this Net-Model with you.I have some question about this

hxy-123-coder commented 1 year ago

Hello! I still have some questions about image size. In guided_diffusion/bratsloader.py line54 ”image = image[..., 8:-8, 8:-8] # crop to a size of (224, 224)“ But the input size is 256x256, with the operation with "image = image[..., 8:-8, 8:-8] # crop to a size of (224, 224)",the image size will be 240x240, not 224x224. And the image in dataset in this repository is 224x224. Could you please explain this to me?

JuliaWolleb commented 1 year ago

Hi Sorry for this confusion. In the original BRATS dataset, the images are of size (240,240). When you then compute image = image[..., 8:-8, 8:-8], you crop them to a size of (224, 224). The images in the dataset in this repository should be (240,240).

saisusmitha commented 1 year ago

@JuliaWolleb Can you kindly share the code for preprocessing 3d data to slice wise folders as you have used. The original data is 3d volume data so kindly share the code of how you preprocessed 3d folder( 369 patient folders) to slice wise folder 2d - I have read how in your paper but if you have the code kindly share it if possible? kindly help me out.

Chang688 commented 3 months ago

@JuliaWolleb 你好,我也很好奇如何将3D转化为2D图片,请问你解决了吗,如果解决的话可以教我一下吗

Chang688 commented 3 months ago

@JuliaWolleb Hello, I am also curious about how to convert 3D into 2D pictures, may I ask if you have solved it? If so, can you teach me