Cardiac Segmentation on ACDC (Dice and HD metrics) benchmark leaderboard · SOTA2 Research

Cardiac Segmentation on ACDC (Dice and HD metrics)

96.1Dice (LV)BiSegMamba

Evaluation Results

Method	Links
BiSegMamba2026.05		96.1	90.32	91.28	92.57	—	—	—	—
SelfReg-UNet (UNet)2026.06		95.88	89.49	88.92	91.43	—	—	—	—
EoSeg2026.06		95.85	89.11	90.23	91.73	—	—	—	—
Swin-Unet2026.05		95.83	85.62	88.55	90	—	—	—	—
TransUNet2026.05		95.73	84.54	88.86	89.71	—	—	—	—
SelfReg-UNet (SwinUNet)2026.06		95.7	89.27	89.49	91.49	—	—	—	—
nnFormer2026.05		95.65	89.58	90.94	92.06	—	—	—	—
Hiformer2026.06		95.47	88.44	88.55	90.82	—	—	—	—
nnU-Net2026.05		95.36	89.24	90.24	91.61	—	—	—	—
PVT - CASCADE2026.06		95.19	88.96	87.2	90.45	—	—	—	—
TransUnet2026.06		95.18	87.27	86.67	89.71	—	—	—	—
SegMamba-V22026.05		94.89	89.31	88.16	90.79	—	—	—	—
Unet2026.06		94.68	87.21	87.17	89.68	—	—	—	—
LeVit-Unet2026.06		94.32	84.75	85.56	88.21	—	—	—	—
SwinUnet2026.06		94.03	84.42	85.77	88.07	—	—	—	—
UNETR2026.05		94.02	86.52	85.29	86.61	—	—	—	—
R50 + AttnUNet2026.06		93.47	79.2	87.58	86.75	—	—	—	—
HELPNet2026.05		93.1	85.9	93.1	90.1	5.8	2.78	3.92	3.83
ViT + CUP2026.06		92.18	70.71	81.46	81.45	—	—	—	—
MISSFormer2026.05		91.59	85.75	86.36	87.9	—	—	—	—
FullSup-nnUNet2026.05		90.3	81.7	90.2	87.4	7.71	7.81	5.15	6.89
ZScribbleSeg2026.05		90	82.5	86.2	86.2	7.69	8.93	12.74	9.79
TIP252026.05		89.4	82.2	87.3	86.3	7.26	7.08	8.74	7.69
WSL42026.05		89	81.8	86.3	85.7	39.75	68.8	31.61	46.72
ShapePU2026.05		88.5	80.6	85.1	84.8	20.17	41.81	20.06	27.35
FullSupUNet2026.05		88.2	82.4	85.6	85.4	11.94	12.65	14.82	13.14
ScribFormer2026.05		88	79.4	89.4	85.6	14.96	17.38	13.48	15.27
MAAG2026.05		87.9	81.7	75.2	81.6	25.23	26.83	22.73	24.93
CycleMix2026.05		87.6	79.4	82.9	83.3	16.6	18.04	19.09	17.91
CVIR2026.05		86.6	79.7	73.7	80	47.51	10.7	14.39	24.2
nnPU2026.05		86.2	79.2	82.9	82.8	67.28	18.6	14.64	33.51
GatedCRF2026.05		84.6	74.4	82.2	80.4	37.38	22.3	20.88	26.85
PCE2026.05		80.5	73.7	76.9	77	62.55	68.3	59.62	63.4