Multi-organ Segmentation on Synapse multi-organ segmentation (test)

0.8743Avg DSCAgileFormer-T

Evaluation results

Method
AgileFormer-T2024.03	0.8743	7.81	0.918	0.7302	0.8763	0.8749	0.9706	0.8205	0.9588	0.8448	—
MedCAGD2026.07	0.87	14.39	0.9228	0.9031	0.8972	0.8721	0.9102	0.8208	0.8691	0.7651	0.8377
nnUNet2024.03	0.8699	10.78	0.9301	0.7177	0.8557	0.8818	0.9723	0.8301	0.9186	0.8526	—
Self-Prompt SAM2026.07	0.8674	—	0.9199	0.6995	0.8565	0.854	0.9739	0.7918	0.9438	0.8994	—
nnFormer2024.03	0.8657	10.63	0.9204	0.7017	0.8657	0.8625	0.9684	0.8335	0.9051	0.8683	—
AgileFormer-B2024.03	0.8574	18.7	0.8911	0.7789	0.8883	0.85	0.9564	0.7162	0.922	0.8563	—
MCADS2026.07	0.8503	11.11	0.9081	0.8607	0.8677	0.8324	0.8766	0.8355	0.8574	0.7638	0.8171
MERIT2024.03	0.849	13.22	0.8771	0.744	0.8779	0.8485	0.9526	0.7181	0.9201	0.8538	—
AgileFormer-B2024.03	0.8414	15.27	0.8776	0.7471	0.8669	0.8381	0.9531	0.6828	0.91	0.8558	—
Ours2025.12	0.8392	18.91	0.8763	0.6751	0.8926	0.8647	0.9472	0.6995	0.9246	0.8333	—
PraNetV22026.07	0.8375	17.77	0.8869	0.7279	0.8541	0.8291	0.9582	0.6847	0.9309	0.8585	0.7481
EMCAD2025.12	0.8363	15.68	0.8814	0.6887	0.8808	0.841	0.9526	0.6851	0.9217	0.8392	—
EMCAD2026.07	0.8363	15.68	0.8814	0.6887	0.8808	0.841	0.9526	0.6851	0.9217	0.8392	0.7465
AgileFormer-T2024.03	0.8359	15.09	0.8881	0.7443	0.8461	0.8278	0.9548	0.6945	0.9014	0.8305	—
SwinUNETR2024.03	0.8348	10.55	0.9112	0.6654	0.8699	0.8626	0.9572	0.688	0.9537	0.7701	—
AD-LA Former2025.12	0.8348	21.31	0.9134	0.833	0.865	0.7082	0.9517	0.8469	0.8872	0.6728	—
PVT-GCASCADE2024.03	0.8328	15.83	0.8805	0.7481	0.8802	0.8483	0.9538	0.6973	0.9192	0.8363	—
ScaleFormer2025.12	0.8286	16.81	0.8873	0.7497	0.8636	0.8331	0.9512	0.6485	0.894	0.8014	—
LKA2025.12	0.8277	17.42	0.8748	0.7105	0.8493	0.8193	0.9487	0.6676	0.9145	0.8371	—
AgileFormer-T2024.03	0.8274	19.28	0.8808	0.7516	0.8241	0.8136	0.9509	0.6723	0.9094	0.8161	—
Trans-CASCADE2024.03	0.8268	17.34	0.8663	0.6848	0.8766	0.8456	0.9443	0.6533	0.9079	0.8369	—
DAEFormer2025.12	0.8263	16.39	0.8784	0.7165	0.8766	0.8239	0.9508	0.6393	0.9182	0.8077	—
CATFormer2024.03	0.8217	16.2	0.8898	0.6716	0.8572	0.8169	0.9534	0.6653	0.9074	0.812	—
MissFormer2024.03	0.8196	18.2	0.8699	0.6865	0.8521	0.82	0.9441	0.6567	0.9192	0.8081	—
MISSFormer2025.12	0.8196	18.2	0.8699	0.6865	0.8521	0.82	0.9441	0.6567	0.9192	0.8081	—
MISSFormer2026.07	0.8196	18.2	0.8699	0.6865	0.8521	0.82	0.9441	0.6567	0.9192	0.8081	—
DSVM-UNet2026.01	0.8168	19.32	0.8756	0.699	0.8661	0.8332	0.9444	0.5925	0.9067	0.8172	—
VM-UNetV22026.01	0.8121	20.64	0.8638	0.6961	0.8665	0.8293	0.9434	0.5891	0.8966	0.8159	—
CSWin-UNet2025.12	0.8112	18.86	0.8713	0.6785	0.8351	0.7853	0.9523	0.6594	0.8905	0.8174	—
VM-UNet2026.01	0.8108	19.21	0.864	0.6941	0.8616	0.8276	0.9417	0.588	0.8951	0.814	—
PVT-CASCADE2025.12	0.8106	20.23	0.8301	0.7059	0.8223	0.8037	0.9408	0.6443	0.901	0.8369	—
Hiformer2024.03	0.8069	19.14	0.8703	0.6861	0.8423	0.7837	0.9407	0.6077	0.9044	0.8203	—
SDAUT2024.03	0.8067	25.59	0.8703	0.693	0.8187	0.802	0.9491	0.6456	0.8954	0.7791	—
HiFormer-B2025.12	0.8039	14.7	0.8621	0.6523	0.8523	0.7977	0.9461	0.5952	0.9099	0.8108	—
TransDeepLab2024.03	0.8016	21.25	0.8604	0.6916	0.8408	0.7988	0.9353	0.6119	0.89	0.784	—
TransDeepLab2026.01	0.8016	21.25	0.8604	0.6916	0.8408	0.7988	0.9353	0.6119	0.89	0.784	—
UNETR2024.03	0.7956	22.97	0.8999	0.6056	0.8566	0.848	0.9446	0.5925	0.8781	0.7399	—
SwinUNet2024.03	0.7913	21.55	0.8547	0.6653	0.8328	0.7961	0.9429	0.5658	0.9066	0.766	—
Swin U-Net2026.01	0.7913	21.55	0.8547	0.6653	0.8328	0.7961	0.9429	0.5658	0.9066	0.766	—
Swin-UNet2025.12	0.7913	21.55	0.8547	0.6653	0.8328	0.7961	0.9429	0.5658	0.9066	0.766	—
UCTransNet2026.07	0.7908	15.59	0.8306	0.8135	0.7724	0.7823	0.8576	0.7477	0.8189	0.7031	0.7541
MEW-UNet2026.01	0.7892	16.44	0.8668	0.6532	0.8287	0.8002	0.9363	0.5836	0.9019	0.7426	—
U-Mamba2026.07	0.7863	16.19	0.8377	0.787	0.794	0.8237	0.8386	0.7478	0.7977	0.6641	0.7487
MixedUNet2024.03	0.7859	26.59	0.8792	0.6499	0.8147	0.7729	0.9306	0.5946	0.8775	0.7681	—
MT-UNet2026.01	0.7859	26.59	0.8792	0.6499	0.8147	0.7729	0.9306	0.5946	0.8775	0.7681	—
CoTr2024.03	0.7856	24.05	0.8709	0.6537	0.8619	0.8032	0.9422	0.5228	0.8701	0.76	—
LeViT-UNet2025.12	0.7853	78.53	0.8733	0.6223	0.8461	0.8025	0.9311	0.5907	0.8886	0.7276	—
TransNorm2026.01	0.784	30.25	0.8623	0.651	0.8218	0.7863	0.9422	0.5534	0.895	0.7601	—
UNETR2026.07	0.7835	18.59	0.898	0.563	0.856	0.8452	0.9457	0.6047	0.85	0.7046	—
Att-UNet2024.03	0.7777	36.02	0.8955	0.6888	0.7798	0.7111	0.9357	0.5804	0.873	0.7575	—
Att-UNet2026.01	0.7777	36.02	0.8955	0.6888	0.7798	0.7111	0.9357	0.5804	0.873	0.7575	—
TransUNet2026.07	0.7761	26.9	0.8656	0.6043	0.8054	0.7853	0.9433	0.5847	0.8706	0.75	0.6732
Swin-Unet2026.07	0.7758	27.32	0.8176	0.6595	0.8232	0.7922	0.9373	0.5381	0.8804	0.7579	0.6688
TransUNet2025.12	0.7749	31.69	0.8723	0.6316	0.8187	0.7702	0.9408	0.5586	0.8508	0.7562	—
TransUNet2024.03	0.7748	31.69	0.8723	0.6313	0.8187	0.7702	0.9408	0.5586	0.8508	0.7562	—
TransUnet2026.01	0.7748	31.69	0.8723	0.6313	0.8187	0.7702	0.9408	0.5586	0.8508	0.7562	—
U-Net2024.03	0.7685	39.7	0.8907	0.6972	0.7777	0.686	0.9343	0.5398	0.8667	0.7558	—
UNet2026.01	0.7685	39.7	0.8907	0.6972	0.7777	0.686	0.9343	0.5398	0.8667	0.7558	—
nnU-Net2026.07	0.7533	19.34	0.7706	0.7327	0.7634	0.8453	0.7998	0.7334	0.7762	0.6052	0.7147
R50 U-Net2026.01	0.7468	36.87	0.8747	0.6636	0.806	0.7819	0.9374	0.569	0.8587	0.7416	—
VM-UNet2026.07	0.7339	27.97	0.6357	0.7262	0.7798	0.9259	0.7944	0.708	0.5558	0.7455	0.7161
UNet++2026.07	0.7239	25.61	0.8365	0.6766	0.5726	0.8453	0.8134	0.7387	0.6897	0.6185	0.6882
AttnUNet2026.07	0.717	26.01	0.8404	0.6642	0.5726	0.8453	0.8128	0.7387	0.6606	0.6017	0.6809
R50 ViT2024.03	0.7129	32.87	0.7373	0.5513	0.758	0.722	0.9151	0.4599	0.8199	0.7395	—
U-Net2026.07	0.7011	44.69	0.84	0.567	0.7241	0.6264	0.8698	0.4873	0.8148	0.6796	0.5939
DARR2026.01	0.6977	—	0.7474	0.5377	0.7231	0.7324	0.9408	0.5418	0.899	0.4596	—