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A newer version of the Gradio SDK is available: 5.33.0

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MIPHEI-ViT Demo: 16-channel mIF Prediction

MIPHEI-ViT predicts multiplex immunofluorescence (mIF) from standard H&E-stained histology tiles.

Upload a colorectal H&E tile (256×256 px at 0.5 µm/px recommended).

The model returns 16 grayscale images, each representing a predicted mIF marker.


Try it with provided examples or your own images. You can also use low-level screenshots from public datasets:

ORION (in-domain test set):

TCGA (external):


Disclaimer: This model was trained on CRC data and expects 256×256 pixel input at 0.5 µm/px. Other sizes will be resized automatically, which may reduce accuracy due to resolution mismatch. Inference runs on CPU, so results may take several seconds.