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Medical Image Segmentation on ACDC (test)

94.88Avg DSC

RefineFormer3D

Updated 5d ago

Evaluation Results

Method	Links
RefineFormer3D 2026.02		94.88	93.09	-	93.67	-	97.89	-	-	-	-	-
Intra-observer (Expert vs. Self) 2026.03		93.8	-	-	-	-	-	-	-	-	-	-
RefineFormer3D 2026.02		93.44	92.19	-	91.97	-	96.14	-	-	-	-	-
CardioSAM 2026.03		93.39	-	-	-	-	-	-	-	-	-	-
DS-UNETR++ 2026.02		93.03	92.23	-	90.82	-	96.04	-	-	-	-	-
UNETR++ 2026.03		92.83	91.89	-	90.61	-	96	-	-	-	-	-
Perspective+ 2024.06		92.54	90.92	-	90.49	-	96.2	-	-	-	-	-
PFormer 2026.02		92.33	91.11	-	89.93	-	95.88	-	-	-	-	-
DCAU-Net 2026.03		92.11	90.46	-	89.88	-	95.98	-	-	-	-	-
Low-Rank MoE (Single-task) 2024.06		92.08	-	-	-	-	-	-	-	-	-	-
Low-Rank MoE (□ ∇ sequence) 2024.06		92.08	-	-	-	-	-	-	-	-	-	-
Low-Rank MoE (∇ □ sequence) 2024.06		92.08	-	-	-	-	-	-	-	-	-	-
Low-Rank MoE (△ ∇ sequence) 2024.06		92.08	-	-	-	-	-	-	-	-	-	-
Low-Rank MoE (∇ △ sequence) 2024.06		92.08	-	-	-	-	-	-	-	-	-	-
BRAU-Net++ 2026.03		92.07	90.72	-	89.57	-	95.9	-	-	-	-	-
nnFormer 2024.06		92.06	90.94	-	89.58	-	95.65	-	-	-	-	-
nnFormer 2026.02		92.06	90.94	-	89.58	-	95.65	-	-	-	-	-
nnFormer 2026.03		92.06	90.94	-	89.58	-	95.65	-	-	-	-	-
Swin-UNETR (Single-task) 2024.06		92.02	-	-	-	-	-	-	-	-	-	-
nnUNet 2024.02		92	91.5	-	90.1	-	94.3	-	-	-	-	-
LightMedSeg 2026.03		91.81	92.17	-	87.78	-	95.47	-	-	-	-	-
U-Net 2023.05		91.78	91.48	0.47	89.22	0.54	94.64	0.55	0.52	-	-	-
U-Net 2024.09		91.65	-	-	-	-	-	-	0.56	-	84.93	1.89
SOTA 2024.06		91.46	-	-	-	-	-	-	-	-	-	-
PVT-CASCADE 2026.03		91.46	88.9	-	89.97	-	95.5	-	-	-	-	-
GCI-Net 2026.02		91.43	90.28	-	89.24	-	94.77	-	-	-	-	-
MS-TCNet 2026.02		91.43	89.43	-	89.09	-	95.77	-	-	-	-	-
ParaTransCNN 2024.01		91.31	92.76	-	85.84	-	95.34	-	-	1.16	-	-
MCTE 2024.06		91.31	89.14	-	89.51	-	95.27	-	-	-	-	-
LightMedSeg 2026.03		91.24	91.77	-	86.24	-	95.72	-	-	-	-	-
Inter-observer (Expert vs. Expert) 2026.03		91.2	-	-	-	-	-	-	-	-	-	-
MISSFormer 2024.06		91.19	89.85	-	88.38	-	95.34	-	-	-	-	-
Segformer3D 2026.02		90.96	88.5	-	88.86	-	95.53	-	-	-	-	-
Segformer3D 2026.03		90.96	88.5	-	88.86	-	95.53	-	-	-	-	-
SDCL 2024.09		90.92	-	-	-	-	-	-	0.31	-	83.83	1.29
Att-UNet 2024.01		90.9	91.33	-	85.79	-	95.58	-	-	1.52	-	-
Ours 2026.04		90.87	-	-	-	-	-	-	0.69	-	83.67	2.07
MISSFormer 2026.03		90.86	89.55	-	88.04	-	94.99	-	-	-	-	-
TransUNet 2024.01		90.79	91.56	-	85.24	-	95.18	-	-	1.08	-	-
U-Net 2024.01		90.68	91.65	-	84.82	-	95.57	-	-	1.51	-	-
ResU-Net 2024.09		90.44	-	-	-	-	-	-	0.47	-	82.95	1.77
TransDeepLab 2024.01		90.41	91.45	-	84.54	-	95.23	-	-	1.12	-	-
LeViT-Unet-384 2026.02		90.32	89.55	-	87.64	-	93.76	-	-	-	-	-
LeViT-UNet 2026.03		90.32	89.55	-	87.64	-	93.76	-	-	-	-	-
Swin U-Net 2024.01		90.25	90.67	-	84.92	-	95.16	-	-	1.32	-	-
ScaleFormer 2024.06		90.17	87.33	-	88.16	-	95.04	-	-	-	-	-
HiFormer 2024.01		90.12	91.06	-	84.54	-	94.77	-	-	2.15	-	-
SwinUNet 2024.06		90	88.55	-	85.62	-	95.83	-	-	-	-	-
SwinUNet 2026.02		90	88.55	-	85.62	-	95.83	-	-	-	-	-
SwinUNet 2026.03		90	88.55	-	85.62	-	95.83	-	-	-	-	-
Swin-Unet 2026.03		90	88.55	-	85.62	-	95.83	-	-	-	-	-
DAE-Former 2024.01		89.78	89.91	-	84.38	-	95.04	-	-	1.91	-	-
TransUNet 2024.06		89.71	88.86	-	84.53	-	95.73	-	-	-	-	-
TransUNet 2026.02		89.71	88.86	-	85.54	-	95.73	-	-	-	-	-
TransUNet 2026.03		89.71	88.86	-	85.54	-	95.73	-	-	-	-	-
TransUNet 2026.03		89.71	88.86	-	84.54	-	95.73	-	-	-	-	-
SCP-Net 2023.05		89.69	89.26	0.77	87.11	0.51	92.7	0.92	0.73	-	-	-
BCPCauSSL 2024.09		89.66	-	-	-	-	-	-	0.93	-	81.79	3.67
DC-Net 2024.09		89.42	-	-	-	-	-	-	0.38	-	81.37	1.28
Ours 2026.04		89.37	-	-	-	-	-	-	0.39	-	81.26	1.45
BCP 2024.09		88.84	-	-	-	-	-	-	1.17	-	80.62	3.98
BCP 2026.04		88.84	-	-	-	-	-	-	1.17	-	80.62	3.98
ScribFormer 2024.02		88.8	87.1	-	87.1	-	92.2	-	-	-	-	-
ScribFormer 2024.02		88.8	87.1	-	87.1	-	92.2	-	-	-	-	-
DAUNet 2026.02		88.73	85.44	-	86.69	-	94.05	-	-	-	-	-
UNETR 2024.06		88.61	85.29	-	86.52	-	94.02	-	-	-	-	-
UNETR 2026.02		88.61	85.29	-	86.52	-	94.02	-	-	-	-	-
UNETR 2026.03		88.61	85.29	-	86.52	-	94.02	-	-	-	-	-
UNETR 2026.03		88.61	85.29	-	86.52	-	94.02	-	-	-	-	-
CycleMix_F 2024.02		88.6	85.8	-	88.2	-	91.9	-	-	-	-	-
TransCeption 2024.01		88.47	87.88	-	82.87	-	94.66	-	-	1.78	-	-
ScribbleVC 2023.07		88.4	87	-	86.6	-	91.4	-	-	-	-	-
UAMT 2023.05		88.11	87.69	0.43	85.97	0.76	90.67	2.18	1.52	-	-	-
SSNet 2023.05		88.04	87.21	0.45	86	1.68	90.91	1.67	0.97	-	-	-
MT 2023.05		87.97	87.47	0.42	86.19	1.11	90.23	2.56	1.37	-	-	-
CCT 2023.05		87.88	87.97	0.45	86.07	1.3	89.6	3.38	1.71	-	-	-
BCP 2026.04		87.59	-	-	-	-	-	-	0.67	-	78.67	1.9
R50 ViT 2024.06		87.57	86.07	-	81.88	-	94.75	-	-	-	-	-
R50-VIT-CUP 2026.02		87.57	86.07	-	81.88	-	94.75	-	-	-	-	-
R50-ViT 2026.03		87.57	86.07	-	81.88	-	94.75	-	-	-	-	-
R50 U-Net 2024.06		87.55	87.1	-	80.63	-	94.92	-	-	-	-	-
R50+U-Net 2026.03		87.55	87.1	-	80.63	-	94.92	-	-	-	-	-
UNETR 2023.07		87.2	84.5	-	84.4	-	92.6	-	-	-	-	-
MC-Net+ 2024.09		87.1	-	-	-	-	-	-	2	-	78.06	6.68
DMPLS 2024.02		87	90.3	-	83.2	-	87.5	-	-	-	-	-
MISSFormer 2024.01		86.78	86.04	-	80.44	-	93.84	-	-	2.32	-	-
SS-Net 2024.09		86.78	-	-	-	-	-	-	1.4	-	77.67	6.07
SS-Net 2026.04		86.78	-	-	-	-	-	-	1.4	-	77.67	6.07
R50 Att-UNet 2024.06		86.75	87.58	-	79.2	-	93.47	-	-	-	-	-
R50+Att-UNet 2026.03		86.75	87.58	-	79.2	-	93.47	-	-	-	-	-
MC-Net 2026.04		86.44	-	-	-	-	-	-	1.84	-	77.04	5.5
MC-Net 2023.05		85.24	82.69	0.96	84.15	1.66	88.86	3.66	2.09	-	-	-
Clinical Threshold 2026.03		85	-	-	-	-	-	-	-	-	-	-
CycleMixs 2023.07		84.8	86.3	-	79.8	-	88.3	-	-	-	-	-
CycleMix_S 2024.02		84.8	79.8	-	86.3	-	88.3	-	-	-	-	-
SLC-Net 2023.05		84.58	82.19	1.93	82.57	1.21	88.97	1.25	1.47	-	-	-
SASSNet 2024.09		84.5	-	-	-	-	-	-	1.86	-	74.34	5.42
URPC 2023.05		84.47	80.55	0.39	84.09	1.82	88.76	3.74	1.98	-	-	-
SwinUNet 2023.07		84.3	81.8	-	81.2	-	90	-	-	-	-	-
DTC 2024.09		84.29	-	-	-	-	-	-	4.01	-	73.92	12.81

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