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Bad Segmentation with Large IHC Images #26

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Salmck opened this issue Mar 16, 2023 · 4 comments
Closed

Bad Segmentation with Large IHC Images #26

Salmck opened this issue Mar 16, 2023 · 4 comments
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@Salmck
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Salmck commented Mar 16, 2023

I want to perform cell segmentation on a 3000x3000 IHC image as input, with a tile_size of 300. The big one will be cropped into 100 smaller images, but some of them containing cells are mistakenly identified as background. How should I perform the accurate segmentation?
these are some examples:
origin1
SegOverlaid1
orgin2
SegOverlaid2

@sanadeem
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@Salmck can you please share the original 3000x3000 images and we can give it a try. We haven't seen this before. Did you try running on our https://deepliif.org by uploading the image (selecting 5X resolution)?

@Salmck
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Salmck commented Mar 16, 2023

@Salmck can you please share the original 3000x3000 images and we can give it a try. We haven't seen this before. Did you try running on our https://deepliif.org by uploading the image (selecting 5X resolution)?

P53-10_23
P53-10_12
P53-12_25
P53-13_7
@sanadeem These are some images from my IHC dataset from hospital. I have tried on your website before. Nearly half of the SegOverlaid images are incomplete.

@jommarin
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@Salmck The image quality seems to be too low in these images for our model to handle as-is. You can try pre-processing the images to improve the contrast and running it on our website at 5x (tile size of 128 if you are running the code). I used the auto-contrast adjustment in Photoshop and that seemed to help.

@Salmck
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Salmck commented Mar 16, 2023

@jommarin okay, I will try later.

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