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

0.8743Avg DSC

AgileFormer-T

Updated 3d ago

Evaluation Results

Method
AgileFormer-T 2024.03	0.8743	7.81	0.918	0.7302	0.8763	0.8749	0.9706	0.8205	0.9588	0.8448
nnUNet 2024.03	0.8699	10.78	0.9301	0.7177	0.8557	0.8818	0.9723	0.8301	0.9186	0.8526
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
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
EMCAD 2025.12	0.8363	15.68	0.8814	0.6887	0.8808	0.841	0.9526	0.6851	0.9217	0.8392
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
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
MEW-UNet 2026.01	0.7892	16.44	0.8668	0.6532	0.8287	0.8002	0.9363	0.5836	0.9019	0.7426
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
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 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
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
R50 ViT 2024.03	0.7129	32.87	0.7373	0.5513	0.758	0.722	0.9151	0.4599	0.8199	0.7395
DARR 2026.01	0.6977	-	0.7474	0.5377	0.7231	0.7324	0.9408	0.5418	0.899	0.4596