Medical Image Segmentation on Histology nuclei benchmark leaderboard · SOTA2 Research

Medical Image Segmentation on Histology nuclei

85.8ADRENA ScoreOurs

Evaluation Results

Method	Links
Ours2026.06		85.8	77.1	85.55	82.79	78.01	79.49	81.06	81.4
FlexLoRA2026.06		85.77	79.52	81.9	83.32	74.83	71.11	74.01	78.64
FlexLoRA2026.06		85.71	77.3	82.88	84.13	74.35	70.73	72.36	78.21
Ours2026.06		85.69	78.19	85.52	83.51	75.96	80.49	81.12	81.49
FedIT2026.06		85.25	78.98	84.69	83.28	72.97	72.16	76.42	79.11
FedSA2026.06		84.89	77.07	83.97	82.29	75.68	75.65	81.1	80.09
FedIT2026.06		84.48	76.81	85.03	83.25	74.93	77.79	77.49	79.97
FRLoRA2026.06		84.43	78.01	80.94	83.7	74.9	71.11	74.2	78.18
LoRA-FAIR2026.06		84.23	78.13	84.32	83.41	75.38	74.25	77.7	79.63
FedDPA2026.06		84.17	77.64	83.53	82.47	75.63	76.95	81.75	80.31
LoRA-FAIR2026.06		84.13	75.64	82.73	83.1	72.5	65.7	75	76.97
FedSA2026.06		84.13	78.2	83.39	81.66	75.62	78.42	82.86	80.61
FRLoRA2026.06		83.87	76.74	81.39	83.16	72.74	70.48	71.35	77.11
FedDPA2026.06		83.55	76.1	81.65	81.35	74.36	76.93	81.51	79.35
FLoRA2026.06		83.06	72.76	79.03	81.3	63.68	59.62	68.29	72.53
FFA-LoRA2026.06		82.21	69.99	77.76	80.3	65.4	3.59	0.74	54.29
FFA-LoRA2026.06		81.96	69.41	77.23	80	63.8	3.03	0.87	53.76
FLoRA2026.06		79.45	71.67	77.09	79.77	60.49	63.84	65.24	71.08