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Cardiac Segmentation on ACDC (test)

93.68Avg Dice

Adaptive t-vMF Dice loss

Updated 3d ago

Evaluation Results

Method
Adaptive t-vMF Dice loss 2022.07	93.68	95.56	86.73	92.61	-	-	-	-
t-vMF Dice loss 2022.07	93.62	95.69	86.62	92.35	-	-	-	-
Adaptive t-vMF Dice loss 2022.07	93.5	95.7	86.45	92.07	-	-	-	-
Adaptive t-vMF Dice loss 2022.07	93.43	95.62	85.8	92.5	-	-	-	-
Adaptive t-vMF Dice loss 2022.07	93.29	95.47	85.66	92.22	-	-	-	-
Generalized Dice loss 2022.07	93.01	94.89	85.21	92.15	-	-	-	-
BFL-log(Dice) loss 2022.07	92.94	95.08	84.91	91.96	-	-	-	-
Noise-robust Dice loss 2022.07	92.84	94.96	84.67	91.95	-	-	-	-
Focal Dice loss 2022.07	92.82	95.27	85.68	90.56	-	-	-	-
Adaptive t-vMF Dice loss 2022.07	92.79	95.15	85.6	90.62	-	-	-	-
Adaptive t-vMF Dice loss 2022.07	92.79	94.98	84.7	91.69	-	-	-	-
t-vMF Dice loss 2022.07	92.75	95.07	85.78	90.38	-	-	-	-
Focal Tversky loss 2022.07	92.74	95.02	84.48	91.71	-	-	-	-
Dice loss 2022.07	92.72	94.8	84.58	91.72	-	-	-	-
t-vMF Dice loss 2022.07	92.72	94.92	84.55	91.63	-	-	-	-
AgileFormer-B 2024.03	92.55	96.19	90.4	91.05	-	-	-	-
BFL-log(Dice) loss 2022.07	92.53	94.93	84.94	90.47	-	-	-	-
Focal Dice loss 2022.07	92.46	94.64	83.91	91.49	-	-	-	-
Focal Tversky loss 2022.07	92.44	95.31	84.57	90.14	-	-	-	-
Generalized Dice loss 2022.07	92.42	94.84	84.7	90.37	-	-	-	-
Noise-robust Dice loss 2022.07	92.4	94.88	84.64	90.29	-	-	-	-
Parallel MERIT 2023.03	92.32	96.08	90	90.87	-	-	-	-
RWKV-UNet 2025.01	92.29	96.83	88.78	91.26	-	-	-	-
Dice loss 2022.07	92.21	94.76	84.37	89.92	-	-	-	-
t-vMF Dice loss 2022.07	92.21	94.76	84.37	89.92	-	-	-	-
nnAvg 2021.09	92.15	95.68	89.75	91.03	1.1	1.19	1.04	1.06
PVT-EMCAD-B2 2025.01	92.12	96.02	89.68	90.65	-	-	-	-
AgileFormer-T 2024.03	92.07	95.81	89.8	90.59	-	-	-	-
nnFormer 2021.09	92.06	95.65	89.58	90.94	1.12	1.23	1.04	1.09
nnFormer 2021.09	92.06	95.65	89.58	90.94	-	-	-	-
nnFormer 2021.09	92.06	95.65	89.58	90.94	-	-	-	-
nnUNet 2025.08	92	94.3	90.1	91.5	-	-	-	-
RWKV-UNet-T 2025.01	91.9	96.85	88.21	90.63	-	-	-	-
Cascaded MERIT 2023.03	91.85	95.8	89.53	90.23	-	-	-	-
nnFormer 2024.03	91.84	95.17	89.44	90.91	-	-	-	-
UNETR++ 2024.03	91.83	95	90.61	89.89	-	-	-	-
MERIT 2024.03	91.81	95.85	89.12	90.44	-	-	-	-
PHTrans 2024.03	91.79	95.76	89.48	90.13	-	-	-	-
AgileFormer-T 2024.03	91.76	95.77	89.71	89.8	-	-	-	-
TransCASCADE 2025.01	91.63	95.5	90.25	89.14	-	-	-	-
TransCASCADE 2023.03	91.63	95.5	90.25	89.14	-	-	-	-
Trans-CASCADE 2024.03	91.63	95.5	90.25	89.14	-	-	-	-
nnUNet 2021.09	91.61	95.36	89.24	90.24	1.15	1.31	1.06	1.09
nnUNet 2024.03	91.61	95.36	89.28	90.24	-	-	-	-
SelfReg-SwinUnet 2025.01	91.49	95.7	89.27	89.49	-	-	-	-
SelfReg-UNet 2025.12	91.49	95.7	89.27	89.49	1.28	-	-	-
VM-UNet 2025.01	91.47	95.44	89.04	89.93	-	-	-	-
PVT-CASCADE 2023.03	91.46	95.5	89.97	88.9	-	-	-	-
PVT-CASCADDE 2024.03	91.46	95.5	89.97	88	-	-	-	-
RWKV-UNet-S 2025.01	91.19	96.22	87.87	89.49	-	-	-	-
U-CycleMLP 2025.12	91.11	95.63	88.44	89.28	-	-	-	-
SDAUT 2024.03	91.08	95.28	88.58	89.37	-	-	-	-
WS Dice loss 2022.07	91.03	94.55	81.16	88.72	-	-	-	-
MISSFormer 2025.01	90.86	94.99	88.04	89.55	-	-	-	-
MISSFormer 2021.09	90.86	94.99	88.04	89.55	-	-	-	-
MISSFormer 2023.03	90.86	94.99	88.04	89.55	-	-	-	-
MissFormer 2024.03	90.86	94.99	88.04	89.55	-	-	-	-
WS Dice loss 2022.07	90.57	94.51	81.03	87.08	-	-	-	-
CoTr 2024.03	90.52	95.29	88.44	87.81	-	-	-	-
PVT-CASCADE 2025.01	90.45	95.19	88.96	87.2	-	-	-	-
MT-UNet 2025.01	90.43	95.62	89.04	86.64	-	-	-	-
MT-UNet 2023.03	90.43	95.62	89.04	86.64	-	-	-	-
MixedUNet 2024.03	90.43	95.62	89.04	86.64	-	-	-	-
MT-UNet 2025.12	90.43	95.62	89.04	86.64	1.35	-	-	-
LeViT-UNet-384s 2025.01	90.32	93.76	87.64	89.55	-	-	-	-
LeViT-UNet-384s 2021.09	90.32	93.76	87.64	89.55	-	-	-	-
LeViT-UNet-384s 2021.09	90.32	93.76	87.64	89.55	-	-	-	-
LeViT-UNet 2025.12	90.32	93.76	87.64	89.55	-	-	-	-
RefineSeg 2025.08	90.1	93.8	88.4	88.1	-	-	-	-
SwinUNet 2025.01	90	95.83	85.62	88.55	-	-	-	-
SwinUnet 2021.09	90	95.83	85.62	88.55	-	-	-	-
SwinUNet 2021.09	90	95.83	85.62	88.55	-	-	-	-
SwinUNet 2021.09	90	95.83	85.62	88.55	-	-	-	-
SwinUNet 2023.03	90	95.83	85.62	88.55	-	-	-	-
SwinUNet 2024.03	90	95.83	85.62	88.55	-	-	-	-
Swin-UNet 2025.12	90	95.83	85.62	88.55	1.6	-	-	-
Swin-UNet 2025.12	90	95.83	85.62	88.55	-	-	-	-
TransUNet 2025.01	89.71	95.73	84.54	88.86	-	-	-	-
TranUnet 2021.09	89.71	95.73	84.53	88.86	-	-	-	-
TransUNet 2021.09	89.71	95.73	84.54	88.86	-	-	-	-
TransUNet 2021.09	89.71	95.73	84.54	88.86	-	-	-	-
TransUNet 2023.03	89.71	95.73	84.53	88.86	-	-	-	-
TransUNet 2024.03	89.71	95.73	84.53	88.86	-	-	-	-
TransUNet 2025.12	89.71	95.73	84.53	88.86	-	-	-	-
U-Net 2025.12	89.68	94.68	87.21	87.17	2.61	-	-	-
t-vMF Dice loss 2022.07	88.99	92.45	77.47	86.57	-	-	-	-
ScribFormer 2025.08	88.8	92.2	87.1	87.1	-	-	-	-
ScribbleVS PLESS 2026.02	88.8	87.8	86.1	92.5	-	-	-	-
+Adv Bias 2022.06	88.65	-	-	-	-	-	-	-
CycleMix 2025.12	88.63	91.9	85.8	88.2	-	-	-	-
UNETR 2021.09	88.61	94.02	86.52	85.29	-	-	-	-
UNETR 2021.09	88.61	94.02	86.52	85.29	-	-	-	-
UNETR 2024.03	88.61	94.02	86.52	85.29	-	-	-	-
+Adv Noise 2022.06	88.52	-	-	-	-	-	-	-
+RSC 2022.06	88.44	-	-	-	-	-	-	-
baseline 2022.06	88.2	-	-	-	-	-	-	-
+RandConv 2022.06	87.94	-	-	-	-	-	-	-
+MixStyle 2022.06	87.88	-	-	-	-	-	-	-
+DSU 2022.06	87.84	-	-	-	-	-	-	-
MS-UNet 2025.01	87.74	93.82	84.09	85.31	-	-	-	-

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