Abdominal Multi-Organ Segmentation on BTCV

98.5SpleenMed-SA

Evaluation Results

Method
Med-SA2023.04	98.5	94.7	97.5	84.2	80.8	98.3	94.2	93.9	89.9	85.2	79	82.3	89.8	—	—	—	—	—
Med-SA2023.04	98	93.6	96.8	82.6	82.1	98.6	93.4	91.7	87.8	81.3	77.1	81.8	88.7	—	—	—	—	—
Med-SA2023.04	97.8	93.5	96.6	82.3	81.8	98.1	93.1	91.5	87.7	81.1	76.7	80.9	88.3	—	—	—	—	—
Swin-UNetr2023.04	97.1	93.6	94.3	79.4	77.3	97.5	92.1	89.2	85.3	81.2	79.4	76.5	86.9	—	—	—	—	—
UNetr2023.04	96.8	92.4	94.1	75	76.6	97.1	91.3	89	84.7	78.8	76.7	74.1	85.6	—	—	—	—	—
SegDiff2023.04	95.4	93.2	92.6	73.8	76.3	95.3	92.7	84.6	83.3	79.6	78.2	72.3	84.7	—	—	—	—	—
Med-SA2023.04	95.4	91	95.2	81	80.7	97.5	92.8	91.2	86.8	80.9	76.9	81.3	87.6	—	—	—	—	—
SwinUNETR (Scratch)2026.03	95.32	94.01	93.51	61.17	73.83	94.4	71.19	88.13	85.2	73.12	80.6	—	80.12	—	—	67.15	63.88	—
PrimGeoSeg2026.03	95.25	93.76	93.79	61.23	74.47	96.04	80.64	89.39	83.91	74.27	77.83	—	80.08	—	—	64.13	56.36	—
TransUNet2023.04	95.2	92.7	92.9	66.2	75.7	96.9	88.9	92	83.3	79.1	77.5	63.7	83.8	—	—	—	—	—
Anatomy-Informed Synthetic Supervised Pre-training2026.03	94.39	94.26	93.87	59.18	74.92	96.67	80	90.46	85.22	74.59	82.88	—	81.53	—	—	68.06	65.45	—
Anatomy-Informed Synthetic Supervised Pre-training2026.03	94.23	93.61	93.32	62.66	71.76	95.79	80.51	90.13	84.11	73.67	79.98	—	80.64	—	—	66.49	62.08	—
nnUNet2023.04	94.2	89.4	91	70.4	72.3	94.8	82.4	87.7	78.2	72	68	61.6	80.2	—	—	—	—	—
EnsDiff2023.04	93.8	93.1	92.4	77.2	77.1	96.7	91	86.9	85.1	80.2	77.1	74.5	85.4	—	—	—	—	—
ProGiDiff2026.01	93.71	85.05	84.25	—	—	95.52	85.22	—	—	—	71.13	—	—	3.89	85.81	—	—	—
U-Mamba2024.09	93.5	81.12	85.81	66.32	73.37	95.86	80.65	90.7	86.06	70.96	65.49	61.97	77.98	30.21	—	—	—	—
PrimGeoSeg2026.03	93.19	93.47	93.35	54.49	68.91	95.88	78.83	87.82	82.47	72.73	80.08	—	78.9	—	—	65.06	59.35	—
UNETR (Scratch)2026.03	93.02	89.79	90.6	51.34	71.12	95.02	72.9	82.95	76.71	69.05	76.29	—	75.86	—	—	62.02	55.33	—
Parallel-MERIT2026.03	90.7	83	86.17	68.3	68.42	94.6	82.7	85.48	74.83	68.57	67.04	50.91	—	—	74.78	—	—	13.53
Diff-UNet2024.09	90.46	79.49	83.01	58.21	46.97	93.22	70.89	87.14	80.14	60.79	53.74	51.61	69.79	62.46	—	—	—	—
PAG-TransYnet2026.03	90.08	78.34	80.42	65.68	72.99	95.71	83.63	88.59	78.27	68.94	64.97	60.31	—	—	75.87	—	—	17.02
VT-UNet2024.09	90.02	83.71	84.57	65.16	68.29	95.28	76.4	85.08	78.83	62.45	58.49	52.92	73.82	27.21	—	—	—	—
Deco-Mamba-V02026.03	89.59	82.54	88.98	69.31	74.66	95.67	76.96	88.02	80.64	64.59	65.28	59.87	—	—	76.29	—	—	12.02
Cascaded-MERIT2026.03	89.45	76.38	80.36	68.03	70.03	94.37	79.6	85.12	71.88	65.79	61.72	53.01	—	—	72.74	—	—	16.1
Swin UNETR2024.09	88.97	82.58	86.15	66.69	73.15	94.86	71.15	88.92	82.45	66.77	60.84	58.43	75.34	48.45	—	—	—	—
PVT-EMCAD-B22026.03	88.95	79.27	83.92	66.12	71.44	95.5	81.49	86.06	75.67	64.71	64.09	45.95	—	—	72.41	—	—	14.52
Deco-Mamba-V12026.03	88.88	83.1	86.94	69.68	75.58	95.51	84.33	88.72	81.4	71.47	70.84	61.42	—	—	78.45	—	—	11.77
nnUNet2026.01	88.87	81.99	85.34	—	—	95.63	79.29	—	—	—	70.89	—	—	16.39	83.67	—	—	—
ProGiDiff2026.01	88.63	80.41	79.29	—	—	94.56	58.89	—	—	—	48.39	—	—	19.06	75.03	—	—	—
nn-UNet2024.09	88.45	84.25	85.01	58.85	76.85	95.77	69.59	88.9	83.09	68.19	69.88	61.6	76.31	43.81	—	—	—	—
3D U-Net2024.09	88.34	81.96	83.48	53.27	70.28	95.27	72.17	88.74	79.4	62.71	56.99	56.75	72.78	36.88	—	—	—	—
EM-Net2024.09	88.34	85.58	86.33	70.24	75.76	96.86	79.31	91.16	85.54	67.7	70.04	64.91	78.97	25.24	—	—	—	—
3D UX-Net2024.09	88.16	85.09	86.07	60.04	75.07	95.32	70.54	90.56	85.76	67.2	63.03	61	76.07	35.78	—	—	—	—
VM-UNet2026.03	87.74	74.61	81.55	59.34	55.62	93.23	63.57	78.26	59.87	51.34	42.68	36.13	—	—	62.79	—	—	18.34
Diff-UNet2026.01	87.6	84.84	77.75	—	—	93.34	75.91	—	—	—	71.09	—	—	11.36	81.76	—	—	—
UMamba_Enc_2D2026.03	87.37	69.82	78.25	59.55	67.27	94.05	72.81	85.31	72.37	58.96	59.48	30.39	—	—	65.97	—	—	14.97
UCTransNet2026.03	86.09	70.38	80.62	63.47	74.27	93.41	74.17	86.52	76.81	62.27	55	61.27	—	—	72.45	—	—	24.38
Swin-UMamba2026.03	85.84	81.58	84.73	59.43	69.42	94.21	76.58	85.53	76.66	68.34	61.72	55.31	—	—	73.4	—	—	16.22
Unet++2026.03	85.7	76.54	84.28	67.23	72.18	93.78	68.51	87.08	72.01	61.91	54.13	60.13	—	—	72.18	—	—	21.53
Swin-Unet2026.03	85.48	73.32	80.05	62.76	65.26	92.53	71.15	79.03	63.45	54.26	54.81	51.12	—	—	67.65	—	—	21.52
TransUNet2026.03	85.31	79.26	83.38	61.68	67.54	94.03	74.73	87.04	75.75	59.91	58.18	57.96	—	—	71.85	—	—	22.02
U-Net2026.03	84.71	75.87	82.05	63.38	69.23	92.71	71.66	86.57	71.93	60.82	54.85	57.14	—	—	71.35	—	—	25.16
UMamba_Bot_2D2026.03	84.4	71.05	79.22	47.3	63.82	93.43	69.07	86.07	69.32	53.54	56.72	51.19	—	—	67.3	—	—	25.23
Att-UNet2026.03	84.21	77.4	82.6	65.91	68.72	93.53	73.89	86.12	70.86	61.52	54.1	55.29	—	—	71.75	—	—	26.16
Mamba-Unet2026.03	84.03	72.96	78.88	65.22	68.95	94.14	74.17	83.21	73.33	57.04	56.77	52.98	—	—	69.92	—	—	24.1
TransUNet2026.01	83.13	86.95	85.44	—	—	93.4	82.37	—	—	—	80.33	—	—	16.36	85.27	—	—	—
UNETR2024.09	82.95	80.51	82.14	65.47	66.77	94.12	67.61	84.57	74.63	52.42	43.66	50.33	68.88	49.55	—	—	—	—
SegresNet2024.09	82.61	82.08	82.75	54.75	69.23	95.33	71.92	87.3	79.53	67.34	58.18	57.81	72.82	40.85	—	—	—	—
3D TransUNet2024.09	80.89	77.5	82.15	53.75	68.21	94.51	64.68	86.45	77.35	60.39	52.84	59.49	70.59	41.01	—	—	—	—
MedSAM2023.04	75.8	83.1	88.9	78.2	73.3	91.7	85.8	87.6	75.5	77.6	76.3	71.6	82	—	—	—	—	—
MedSAM2023.04	75.1	81.4	88.5	76.6	72.1	90.1	85.5	87.2	74.6	77.1	76	70.5	80.3	—	—	—	—	—
MedSAM2023.04	74.6	84.2	87.3	77.2	74.5	89.7	86	88.9	74.3	74.5	73.9	70.1	80.4	—	—	—	—	—
SAM2023.04	62.2	71	81.2	61.4	60.5	51.3	67.3	64.5	48.3	62.8	56.4	39.5	63.1	—	—	—	—	—
MedSAM2023.04	62.1	73.6	80.1	72.1	71.5	81.1	71.4	77	62.2	61.8	63	54.5	69.2	—	—	—	—	—
SAM2023.04	51.8	68.6	79.1	54.3	58.4	46.1	56.2	61.2	40.2	55.3	51.1	35.4	54.8	—	—	—	—	—
SAM2023.04	41.5	62.1	67.8	58	59.5	46.9	52.1	61.2	53.9	65.5	58.8	32.7	55	—	—	—	—	—
SAM2023.04	34.6	58.5	59.2	37.5	42.6	37.7	45.1	53.6	39.2	57.6	42.6	20.2	44	—	—	—	—	—
MedCLIP-SAMv22026.01	21.58	4.55	6.82	—	—	24.73	24.32	—	—	—	6.82	—	—	92.29	14.8	—	—	—
Baseline2026.01	—	—	—	—	—	—	—	—	—	—	—	—	—	—	90.27	—	—	—
CoordConv2026.01	—	—	—	—	—	—	—	—	—	—	—	—	—	—	86.42	—	—	—
LocBAM2026.01	—	—	—	—	—	—	—	—	—	—	—	—	—	—	90.66	—	—	—