Prostate Segmentation on Prostate MRI 6 Institutions (test) benchmark leaderboard · SOTA2 Research

Prostate Segmentation on Prostate MRI 6 Institutions (test)

84.49Client 1 ScoreFC-PFLFE

Evaluation Results

Method	Links
FC-PFLFE2024.06		84.49	82.79	81.77	80.68	86.17	58.48	79.06	80.55	9.38
PFLFE2024.06		83	86.04	84.88	76.35	87.66	69.4	81.22	81.45	6.39
Centralized Training2024.06		81.57	83.69	86.78	83.24	84.69	76.01	82.66	82.66	3.36
Client1 Local2024.06		80.62	7.07	76.8	0.48	5.2	2.08	28.71	21.15	35.44
FedProx+FT2024.06		77.45	73.92	83.21	51.22	78.23	70.91	72.49	69.67	10.24
Ditto2024.06		76.77	78.31	83.85	69.33	83.95	36.93	71.52	73.38	16.24
FedSM2024.06		76.43	81.13	75.03	71.55	78.59	60.29	73.84	74.69	6.74
FedAvg+FT2024.06		73.73	71.74	82.74	57.03	85.69	67.84	73.13	71.42	9.48
LG-FedAvg2024.06		73.57	72.52	75.58	71.3	80.41	34.31	67.95	70.53	15.32
Fedrep2024.06		73.2	75.17	79.15	70.5	76.59	73.79	74.73	73.84	2.72
APFL2024.06		72.33	80.02	71.43	53.42	79.76	53.14	68.35	68.5	11.15
LC-Fed2024.06		71.24	82.59	82.31	77.52	80.11	51.24	74.17	75.92	10.94
SCAFFOLD+FT2024.06		68.41	66.07	81.22	64.23	80.12	65.33	70.9	69.8	7.03
SCAFFOLD2024.06		59.02	53.12	79.69	28.88	75.95	63.49	60.03	55.48	16.69
FedAvg2024.06		54.37	58.81	79.42	14.12	77.15	63.64	57.92	52.44	21.59
FedProx2024.06		52.61	44.67	75.21	17.43	76.4	52.19	53.09	48.54	19.9
Client3 Local2024.06		33.42	8.9	80.45	2.43	37.69	12.28	29.2	23.24	26.24
Client6 Local2024.06		28.53	37.01	17.64	6.93	46.84	53.61	31.76	29.73	16.12
Client2 Local2024.06		25.85	78.02	48.63	9.28	44.98	48.1	42.48	40.33	21.28
Client4 Local2024.06		17.6	19.33	31.15	66.73	34.48	25.14	32.41	35.89	16.47
Client5 Local2024.06		10.62	50.92	31.18	48.08	84.88	44.83	45.09	48.98	22.39