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ResearchFormerly WizWand

Brain Tumor Segmentation on BraTS 2021 (DSC and HD95 by Region)

91.44DSC AvgVeloxSeg-C

Evaluation results

Method	Links
VeloxSeg-C2025.09		91.44	93.09	89	92.24	3.89	4.41	3.35	3.75
Swin UNETR2026.04		91.3	89.1	91.7	93.3	—	—	—	—
MedSegDiff-V22026.04		90.8	—	—	—	—	—	—	7.53
MedNeXt-S2025.09		90.7	92.64	88.33	91.12	4.72	7.1	3.33	4.48
DiffBTS2026.04		89.99	86.33	90.7	92.95	2.08	1.67	2.03	1.93
SuperLightNet2025.09		89.72	91.46	87.22	90.48	5.39	6.33	3.06	4.46
SegTransVAE2026.04		89.53	85.48	92.6	90.52	2.89	5.84	3.57	4.1
HCMA-UNet2025.09		89.53	91.63	86.24	90.72	5.05	8.12	4.15	4.79
H-DenseFormer2025.09		89.35	90.8	86.66	90.59	5.85	8.88	3.97	5.58
SegFormer-3D2025.09		89.18	90.37	87.49	89.69	5.45	6.3	3.57	4.61
TransUNet2026.04		89.17	—	—	—	—	—	—	—
U-RWKV2025.09		89.04	91.34	86.94	88.83	6.39	7.66	4.63	5.42
V-Net2025.09		88.86	90.66	86.16	89.75	5.98	8.29	4.31	5.26
UNETR++2025.09		88.77	90.26	87.01	89.05	5.3	6.98	3.76	4.49
Nestedformer2025.09		88.54	89.6	86.71	89.3	5.44	7.38	3.13	4.21
Swin UNETR2025.09		88.52	90.19	85.73	89.63	6.37	7.29	3.44	5.07
U-KAN2025.09		88.51	90.57	86.14	88.82	5.77	8.03	4.65	5.44
UNet2025.09		88.18	89.62	85.65	89.28	5.95	7.52	3.59	4.93
A2FSeg2025.09		88.18	91.78	84.58	88.18	4.47	7.51	3.72	4.66
RF-HiT2026.04		87.4	83.83	87.07	91.3	4.16	4.93	6.16	5.08
Slim UNETR2025.09		87.33	89.31	85	87.66	6.46	7.57	3.52	5.16
SwinUnet3D2026.04		86.83	83.4	86.6	90.5	—	—	—	—
VSmTrans2025.09		86.62	91.15	78.01	90.71	6	12.07	3.44	7
UNETR2025.09		85.44	88.12	81.49	86.71	8.51	8.19	4.75	6.68