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

0.8743Avg DSC

AgileFormer-T

Updated 23d ago

Evaluation Results

Method	Links
AgileFormer-T 2024.03		0.8743	7.81	0.918	0.7302	0.8763	0.8749	0.9706	0.8205	0.9588	0.8448	-
MedCAGD 2026.07		0.87	14.39	0.9228	0.9031	0.8972	0.8721	0.9102	0.8208	0.8691	0.7651	0.8377
nnUNet 2024.03		0.8699	10.78	0.9301	0.7177	0.8557	0.8818	0.9723	0.8301	0.9186	0.8526	-
Self-Prompt SAM 2026.07		0.8674	-	0.9199	0.6995	0.8565	0.854	0.9739	0.7918	0.9438	0.8994	-
nnFormer 2024.03		0.8657	10.63	0.9204	0.7017	0.8657	0.8625	0.9684	0.8335	0.9051	0.8683	-
AgileFormer-B 2024.03		0.8574	18.7	0.8911	0.7789	0.8883	0.85	0.9564	0.7162	0.922	0.8563	-
MCADS 2026.07		0.8503	11.11	0.9081	0.8607	0.8677	0.8324	0.8766	0.8355	0.8574	0.7638	0.8171
MERIT 2024.03		0.849	13.22	0.8771	0.744	0.8779	0.8485	0.9526	0.7181	0.9201	0.8538	-
AgileFormer-B 2024.03		0.8414	15.27	0.8776	0.7471	0.8669	0.8381	0.9531	0.6828	0.91	0.8558	-
Ours 2025.12		0.8392	18.91	0.8763	0.6751	0.8926	0.8647	0.9472	0.6995	0.9246	0.8333	-
PraNetV2 2026.07		0.8375	17.77	0.8869	0.7279	0.8541	0.8291	0.9582	0.6847	0.9309	0.8585	0.7481
EMCAD 2025.12		0.8363	15.68	0.8814	0.6887	0.8808	0.841	0.9526	0.6851	0.9217	0.8392	-
EMCAD 2026.07		0.8363	15.68	0.8814	0.6887	0.8808	0.841	0.9526	0.6851	0.9217	0.8392	0.7465
AgileFormer-T 2024.03		0.8359	15.09	0.8881	0.7443	0.8461	0.8278	0.9548	0.6945	0.9014	0.8305	-
SwinUNETR 2024.03		0.8348	10.55	0.9112	0.6654	0.8699	0.8626	0.9572	0.688	0.9537	0.7701	-
AD-LA Former 2025.12		0.8348	21.31	0.9134	0.833	0.865	0.7082	0.9517	0.8469	0.8872	0.6728	-
PVT-GCASCADE 2024.03		0.8328	15.83	0.8805	0.7481	0.8802	0.8483	0.9538	0.6973	0.9192	0.8363	-
ScaleFormer 2025.12		0.8286	16.81	0.8873	0.7497	0.8636	0.8331	0.9512	0.6485	0.894	0.8014	-
LKA 2025.12		0.8277	17.42	0.8748	0.7105	0.8493	0.8193	0.9487	0.6676	0.9145	0.8371	-
AgileFormer-T 2024.03		0.8274	19.28	0.8808	0.7516	0.8241	0.8136	0.9509	0.6723	0.9094	0.8161	-
Trans-CASCADE 2024.03		0.8268	17.34	0.8663	0.6848	0.8766	0.8456	0.9443	0.6533	0.9079	0.8369	-
DAEFormer 2025.12		0.8263	16.39	0.8784	0.7165	0.8766	0.8239	0.9508	0.6393	0.9182	0.8077	-
CATFormer 2024.03		0.8217	16.2	0.8898	0.6716	0.8572	0.8169	0.9534	0.6653	0.9074	0.812	-
MissFormer 2024.03		0.8196	18.2	0.8699	0.6865	0.8521	0.82	0.9441	0.6567	0.9192	0.8081	-
MISSFormer 2025.12		0.8196	18.2	0.8699	0.6865	0.8521	0.82	0.9441	0.6567	0.9192	0.8081	-
MISSFormer 2026.07		0.8196	18.2	0.8699	0.6865	0.8521	0.82	0.9441	0.6567	0.9192	0.8081	-
DSVM-UNet 2026.01		0.8168	19.32	0.8756	0.699	0.8661	0.8332	0.9444	0.5925	0.9067	0.8172	-
VM-UNetV2 2026.01		0.8121	20.64	0.8638	0.6961	0.8665	0.8293	0.9434	0.5891	0.8966	0.8159	-
CSWin-UNet 2025.12		0.8112	18.86	0.8713	0.6785	0.8351	0.7853	0.9523	0.6594	0.8905	0.8174	-
VM-UNet 2026.01		0.8108	19.21	0.864	0.6941	0.8616	0.8276	0.9417	0.588	0.8951	0.814	-
PVT-CASCADE 2025.12		0.8106	20.23	0.8301	0.7059	0.8223	0.8037	0.9408	0.6443	0.901	0.8369	-
Hiformer 2024.03		0.8069	19.14	0.8703	0.6861	0.8423	0.7837	0.9407	0.6077	0.9044	0.8203	-
SDAUT 2024.03		0.8067	25.59	0.8703	0.693	0.8187	0.802	0.9491	0.6456	0.8954	0.7791	-
HiFormer-B 2025.12		0.8039	14.7	0.8621	0.6523	0.8523	0.7977	0.9461	0.5952	0.9099	0.8108	-
TransDeepLab 2024.03		0.8016	21.25	0.8604	0.6916	0.8408	0.7988	0.9353	0.6119	0.89	0.784	-
TransDeepLab 2026.01		0.8016	21.25	0.8604	0.6916	0.8408	0.7988	0.9353	0.6119	0.89	0.784	-
UNETR 2024.03		0.7956	22.97	0.8999	0.6056	0.8566	0.848	0.9446	0.5925	0.8781	0.7399	-
SwinUNet 2024.03		0.7913	21.55	0.8547	0.6653	0.8328	0.7961	0.9429	0.5658	0.9066	0.766	-
Swin U-Net 2026.01		0.7913	21.55	0.8547	0.6653	0.8328	0.7961	0.9429	0.5658	0.9066	0.766	-
Swin-UNet 2025.12		0.7913	21.55	0.8547	0.6653	0.8328	0.7961	0.9429	0.5658	0.9066	0.766	-
UCTransNet 2026.07		0.7908	15.59	0.8306	0.8135	0.7724	0.7823	0.8576	0.7477	0.8189	0.7031	0.7541
MEW-UNet 2026.01		0.7892	16.44	0.8668	0.6532	0.8287	0.8002	0.9363	0.5836	0.9019	0.7426	-
U-Mamba 2026.07		0.7863	16.19	0.8377	0.787	0.794	0.8237	0.8386	0.7478	0.7977	0.6641	0.7487
MixedUNet 2024.03		0.7859	26.59	0.8792	0.6499	0.8147	0.7729	0.9306	0.5946	0.8775	0.7681	-
MT-UNet 2026.01		0.7859	26.59	0.8792	0.6499	0.8147	0.7729	0.9306	0.5946	0.8775	0.7681	-
CoTr 2024.03		0.7856	24.05	0.8709	0.6537	0.8619	0.8032	0.9422	0.5228	0.8701	0.76	-
LeViT-UNet 2025.12		0.7853	78.53	0.8733	0.6223	0.8461	0.8025	0.9311	0.5907	0.8886	0.7276	-
TransNorm 2026.01		0.784	30.25	0.8623	0.651	0.8218	0.7863	0.9422	0.5534	0.895	0.7601	-
UNETR 2026.07		0.7835	18.59	0.898	0.563	0.856	0.8452	0.9457	0.6047	0.85	0.7046	-
Att-UNet 2024.03		0.7777	36.02	0.8955	0.6888	0.7798	0.7111	0.9357	0.5804	0.873	0.7575	-
Att-UNet 2026.01		0.7777	36.02	0.8955	0.6888	0.7798	0.7111	0.9357	0.5804	0.873	0.7575	-
TransUNet 2026.07		0.7761	26.9	0.8656	0.6043	0.8054	0.7853	0.9433	0.5847	0.8706	0.75	0.6732
Swin-Unet 2026.07		0.7758	27.32	0.8176	0.6595	0.8232	0.7922	0.9373	0.5381	0.8804	0.7579	0.6688
TransUNet 2025.12		0.7749	31.69	0.8723	0.6316	0.8187	0.7702	0.9408	0.5586	0.8508	0.7562	-
TransUNet 2024.03		0.7748	31.69	0.8723	0.6313	0.8187	0.7702	0.9408	0.5586	0.8508	0.7562	-
TransUnet 2026.01		0.7748	31.69	0.8723	0.6313	0.8187	0.7702	0.9408	0.5586	0.8508	0.7562	-
U-Net 2024.03		0.7685	39.7	0.8907	0.6972	0.7777	0.686	0.9343	0.5398	0.8667	0.7558	-
UNet 2026.01		0.7685	39.7	0.8907	0.6972	0.7777	0.686	0.9343	0.5398	0.8667	0.7558	-
nnU-Net 2026.07		0.7533	19.34	0.7706	0.7327	0.7634	0.8453	0.7998	0.7334	0.7762	0.6052	0.7147
R50 U-Net 2026.01		0.7468	36.87	0.8747	0.6636	0.806	0.7819	0.9374	0.569	0.8587	0.7416	-
VM-UNet 2026.07		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
AttnUNet 2026.07		0.717	26.01	0.8404	0.6642	0.5726	0.8453	0.8128	0.7387	0.6606	0.6017	0.6809
R50 ViT 2024.03		0.7129	32.87	0.7373	0.5513	0.758	0.722	0.9151	0.4599	0.8199	0.7395	-
U-Net 2026.07		0.7011	44.69	0.84	0.567	0.7241	0.6264	0.8698	0.4873	0.8148	0.6796	0.5939
DARR 2026.01		0.6977	-	0.7474	0.5377	0.7231	0.7324	0.9408	0.5418	0.899	0.4596	-