Multi-organ Segmentation on BTCV (test)

97.8SplMedSegDiff-V2

Evaluation Results

Method
MedSegDiff-V22023.01	97.8	94.1	96.3	84.8	81.8	98.5	94	92.8	86.9	82.3	83.1	—	—	89.5	—	81.7	—	—
Swin UNETR2021.11	97.6	95.8	95.6	89.3	87.5	98.5	95.3	94.9	90.4	89.9	89.8	—	—	91.8	—	84.6	—	—
MedSegDiff2023.01	97.3	93	95.5	81.2	81.5	97.3	92.4	90.7	86.8	82.5	78.8	—	—	87.9	—	77.9	—	—
UNETR2021.11	97.2	94.2	95.4	82.5	86.4	98.3	94.5	94.8	89	85.8	85.2	—	—	89.1	—	81.2	—	—
Swin-UNetr2023.01	97.1	93.6	94.3	79.4	77.3	97.5	92.1	89.2	85.3	81.2	79.4	—	—	86.9	—	76.5	—	—
UNETR2022.05	96.8	92.4	94.1	75	76.6	97.1	91.3	89	84.7	—	76.7	—	—	85.6	—	74.1	78.8	—
UNetr2023.01	96.8	92.4	94.1	75	76.6	97.1	91.3	89	84.7	78.8	76.7	—	—	85.6	—	74.1	—	—
nnUNet2021.11	96.7	92.4	95.7	81.4	83.2	97.5	92.5	92.8	87	83.2	84.9	—	—	88.8	—	78.4	—	—
SMIT2022.05	96.7	94.5	94.8	82.6	82.2	97.6	93.4	92.1	86.4	—	85.1	—	—	87.8	—	75.4	82.7	—
PaNN2021.11	96.6	92.7	95.2	73.2	79.1	97.3	89.1	91.4	85	80.5	80.2	—	—	85.4	—	65.2	—	—
RandomPatch2021.11	96.3	91.2	92.1	74.9	76	96.2	87	88.9	84.6	78.6	76.2	—	—	84.4	—	71.2	—	—
Rubik++2024.02	96.21	90.41	89.33	75.22	72.64	97.44	79.25	89.65	83.76	74.74	78.35	67.14	61.97	81.38	—	—	—	—
nnUNet2025.12	95.95	88.35	93.02	70.13	76.72	96.51	86.79	88.93	82.89	—	79.6	73.26	68.35	83.16	—	—	—	78.51
SMIT2022.05	95.9	92.1	94.7	74.6	80.2	97.2	91.6	91.7	84.8	—	81.7	—	—	85	—	71.1	79.7	—
CoTr2021.11	95.8	92.1	93.6	70	76.4	96.3	85.4	92	83.8	78.7	77.5	—	—	84.4	—	69.4	—	—
CoTr2022.05	95.8	92.1	93.6	70	76.4	96.3	85.4	92	83.8	—	77.5	—	—	84.4	—	69.4	78.7	—
PCRLv12024.02	95.73	89.66	88.53	75.41	72.33	96.2	78.99	89.11	83.06	74.47	77.88	67.02	61.85	80.78	—	—	—	—
VoCo2024.02	95.73	96.53	94.48	76.02	75.6	97.41	78.43	91.21	86.12	78.19	80.88	71.47	67.88	83.85	—	—	—	—
SwinUNETR-RH2025.12	95.58	94.02	94.33	61.65	72.08	96.59	80.38	89.46	83.43	—	78.29	70.36	65.45	81.01	—	—	—	71.55
SimMIM2024.02	95.56	95.82	94.14	52.06	53.52	98.98	80.25	88.11	82.98	66.49	69.16	60.88	50.45	76.03	—	—	—	—
PCRLv22024.02	95.5	91.43	89.52	76.15	73.54	97.28	79.64	90.16	84.17	75.2	78.71	68.74	62.93	81.74	—	—	—	—
SegDiff2023.01	95.4	93.2	92.6	73.8	76.3	95.3	92.7	84.6	83.3	79.6	78.2	—	—	84.7	—	72.3	—	—
GVSL2024.02	95.27	91.22	92.25	72.69	73.56	96.44	82.4	88.9	84.22	70.84	76.42	67.48	63.25	81.87	—	—	—	—
Swin-UNETR2024.02	95.25	93.16	92.97	63.62	73.96	96.21	79.32	89.98	83.19	76.11	82.25	68.99	65.11	81.54	—	—	—	—
TransUNet2021.11	95.2	92.7	92.9	66.2	75.7	96.9	88.9	92	83.3	79.1	77.5	—	—	83.8	—	63.7	—	—
TrsUnet2022.05	95.2	92.7	92.9	66.2	75.7	96.9	88.9	92	83.3	—	77.5	—	—	83.8	—	63.7	79.1	—
TransUNet2023.01	95.2	92.7	92.9	66.2	75.7	96.9	88.9	92	83.3	79.1	77.5	—	—	83.8	—	63.7	—	—
UNETR++2025.12	94.94	91.9	93.62	70.75	77.18	95.95	85.15	89.28	83.14	—	77.42	72.56	68.17	83.28	—	—	—	76.91
Jigsaw2024.02	94.62	93.41	93.55	75.63	73.21	95.71	80.8	89.41	84.78	71.02	79.57	65.68	60.22	81.35	—	—	—	—
Swin-UNETR2025.12	94.59	88.97	92.39	65.37	75.43	95.61	75.57	88.28	81.61	—	74.52	68.23	66.02	80.44	—	—	—	76.3
nnFormer2025.12	94.58	88.62	93.68	65.29	76.22	96.17	83.59	89.09	80.8	—	77.87	70.2	66.05	81.62	—	—	—	75.97
TransBTS2025.12	94.55	89.2	90.97	68.38	75.61	96.44	83.52	88.55	82.48	—	76.02	67.23	67.03	81.31	—	—	—	74.21
GL-MAE2024.02	94.54	94.39	94.37	73.19	74.93	96.51	83.49	89.74	83.11	70.8	75.71	69.39	63.12	82.01	—	—	—	—
PositionLabel2024.02	94.35	93.15	93.21	75.39	73.24	95.76	80.69	88.8	84.04	71.18	79.02	65.11	60.07	81.09	—	—	—	—
SwinMM2024.02	94.33	94.18	94.16	72.97	74.75	96.37	83.23	89.56	82.91	70.65	75.52	69.17	62.9	81.81	—	—	—	—
CoTr*2021.11	94.3	92.4	92.9	68.7	76.2	96.2	89.4	91.4	83.8	79.6	78.3	—	—	84.1	—	64.7	—	—
nnUnet2022.05	94.2	89.4	91	70.4	72.3	94.8	82.4	87.7	78.2	—	68	—	—	80.2	—	61.6	72	—
nnUNet2023.01	94.2	89.4	91	70.4	72.3	94.8	82.4	87.7	78.2	72	68	—	—	80.2	—	61.6	—	—
Swin-UNETR2024.02	94.06	93.54	93.8	65.51	74.6	97.09	75.94	91.8	82.36	73.63	75.19	68	61.11	80.53	—	—	—	—
MAE3D2024.02	93.98	94.37	94.18	69.86	74.65	96.66	80.4	90.3	83.13	72.65	77.11	67.34	60.54	81.33	—	—	—	—
EnsDiff2023.01	93.8	93.1	92.4	77.2	77.1	96.7	91	86.9	85.1	80.2	77.1	—	—	85.4	—	74.5	—	—
ASPP2021.11	93.5	89.2	91.4	68.9	76	95.3	81.2	91.8	80.7	69.5	72	—	—	81.1	—	62.9	—	—
ASPP2022.05	93.5	89.2	91.4	68.9	76	95.3	81.2	91.8	80.7	—	72	—	—	81.1	—	62.9	69.5	—
SETR NUP2021.11	93.1	89	89.7	65.2	76	95.2	80.9	86.7	74.5	71.7	71.9	—	—	79.6	—	62	—	—
UNETR2024.02	93.02	94.13	94.12	66.99	70.87	96.11	77.27	89.22	82.1	70.16	76.65	65.32	59.21	79.82	—	—	—	—
SETR MLA2021.11	93	88.9	89.4	65	76.2	95.3	81.9	87.2	73.9	72	71.6	—	—	79.6	—	61.4	—	—
SETR PUP2021.11	92.9	89.3	89.2	64.9	76.4	95.4	82.2	86.9	74.2	71.5	71.4	—	—	79.7	—	61.8	—	—
Anchor2023.01	92.8	88.2	87.3	65.2	75	95.1	82.9	85.5	73.1	71.4	68.3	—	—	78.7	—	60.2	—	—
SimCLR2024.02	92.79	93.04	91.41	49.65	50.99	98.49	77.92	85.56	80.58	64.37	67.16	59.04	48.99	73.85	—	—	—	—
MG2024.02	91.99	93.52	91.81	65.11	76.14	95.98	86.88	89.29	83.59	71.79	81.62	67.97	63.18	81.45	—	—	—	—
MoCo v32024.02	91.96	92.85	92.42	68.25	72.77	94.91	78.82	88.21	81.59	71.15	75.76	66.48	58.81	79.54	—	—	—	—
ROT2024.02	91.75	93.13	91.62	65.09	76.55	94.21	86.16	89.74	83.08	71.13	81.55	67.9	63.72	81.2	—	—	—	—
MedSegDiff +TransUNet2023.01	91.2	87.6	84.6	64.5	71.8	94.7	82.4	87.6	71.5	77.5	67.2	—	—	78.5	—	61.8	—	—
UNETR2025.12	90.48	82.51	86.05	58.23	71.21	94.64	72.06	86.57	76.51	—	66.06	66.25	63.04	76	—	—	—	70.37
Vicregl2024.02	90.32	94.15	91.3	65.12	75.41	94.76	86	89.13	82.54	71.26	81.01	67.66	63.08	80.89	—	—	—	—
SwinUNETR2024.02	—	—	—	—	—	—	—	—	—	—	—	—	—	—	84.72	—	—	—
VoCo2024.02	—	—	—	—	—	—	—	—	—	—	—	—	—	—	86.44	—	—	—