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Nuclei Segmentation on PanNuke (official folds)
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83.6
Dice Score
prompt-free lightweight SAM adaptation
64.6928
69.6014
74.51
79.4186
Mar 20, 2026
Dice Score
IoU Score
Updated 26d ago
Evaluation Results
Method
Method
Links
Dice Score
IoU Score
prompt-free lightweight SAM adaptation
Params (M)=4.1
2026.03
83.6
73.26
UCTransNet
Params (M)=66
2026.03
79.71
69.4
Swin-Unet
Params (M)=49
2026.03
77.63
65.09
UNet
Params (M)=31
2026.03
71.41
58.4
Trans-SAM
Params (M)=96
2026.03
68.22
53.06
SAM
Params (M)=93
2026.03
66.03
52.76
SAM + LoRA
Params (M)=0.19
2026.03
65.42
51.96
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