Nuclei Segmentation on MoNuSeg transfer from TNBC (test) benchmark leaderboard · SOTA2 Research

Nuclei Segmentation on MoNuSeg transfer from TNBC (test)

79.45Dice Scoreprompt-free lightweight SAM adaptation

Evaluation Results

Method
prompt-free lightweight SAM adaptation2026.03	79.45	66.18
UCTransNet2026.03	68.8	53.58
SAM + LoRA2026.03	52.09	39.92
SAM2026.03	51.28	39.51
TSCA-Net2026.03	46.76	41.36
Swin-Unet2026.03	41.92	30.52
Trans-SAM2026.03	17.94	10.61
UNet2026.03	16.2	10.31
TSCA-Net2026.03	0.8901	0.6597
prompt-free lightweight SAM adaptation2026.03	0.8019	0.6706
SAM2026.03	0.7895	0.6543
SAM + LoRA2026.03	0.788	0.6543
Trans-SAM2026.03	0.6981	0.5376
Swin-Unet2026.03	0.6881	0.5288
UNet2026.03	0.66	0.4991
UCTransNet2026.03	0.617	0.4542