Share your thoughts, 1 month free Claude Pro on usSee more

Brain Tumor Segmentation on BraTS 2021 (val)

93.75Dice WT

Baseline

Updated 27d ago

Evaluation Results

Method
Baseline 2026.01	93.75	92.67	89.33	-	-	-	82.13	88.62	87.6	91.92	86.12
SwinUNETR-DHC×4 2026.03	93.16	90.9	89.37	-	-	-	-	-	-	91.09	-
SwinUNETR-SHC×2 2026.03	93.13	90.57	89.35	-	-	-	-	-	-	90.99	-
SwinUNETR-DHC×2 2026.03	93.12	90.76	89.4	-	-	-	-	-	-	91.05	-
SVL-DRL 2026.01	93.1	91.67	88.32	-	-	-	80.8	87.58	86.2	91.03	84.86
SwinUNETR-SHC×4 2026.03	93.09	90.77	89.39	-	-	-	-	-	-	91.03	-
BMDS-Net 2026.01	92.93	90.98	86.75	2.27	2.22	3.27	-	-	-	-	-
nnU-Net 2026.01	92.92	91.93	86.72	4.87	3.92	3.51	-	-	-	-	-
MTCL 2026.01	92.87	90.88	87.52	-	-	-	79.34	87.16	84.74	90.42	83.75
Swin UNETR 2026.01	92.79	91.11	86.29	2.3	2.39	3.84	-	-	-	-	-
CLCS 2026.01	92.78	91.92	87.99	-	-	-	80.07	86.98	86.27	90.89	84.44
RSF-Assisted 2026.01	92.7	89.99	87.41	-	-	-	79.44	86.9	83.79	90.04	83.38
nnFormer 2026.01	92.68	90.15	86.87	4.43	8.04	3.27	-	-	-	-	-
SVL-DRL 2026.01	92.52	90.42	87.43	-	-	-	79.42	86.59	84.2	90.12	83.4
SwinUNETR 2026.03	92.51	89.62	88.71	-	-	-	-	-	-	90.28	-
nnU-Net-DHC×2 2026.03	92.32	90.48	86.56	-	-	-	-	-	-	89.79	-
nnU-Net-DHC×4 2026.03	92.32	90.32	86.23	-	-	-	-	-	-	89.63	-
nnU-Net-SHC×4 2026.03	92.31	90.54	86.66	-	-	-	-	-	-	89.84	-
TransBTS 2026.01	92.3	88.1	84.8	4.23	4.39	3.16	-	-	-	-	-
nnU-Net-SHC×2 2026.03	92.27	90.1	86.29	-	-	-	-	-	-	89.55	-
VT-UNet-DHC×2 2026.03	92.15	89.97	87.67	-	-	-	-	-	-	89.93	-
VT-UNet-SHC×2 2026.03	92.12	89.69	87.41	-	-	-	-	-	-	89.74	-
nnU-Net 2026.03	92.1	89.91	86.22	-	-	-	-	-	-	89.41	-
VT-UNet-DHC×4 2026.03	92.05	89.9	87.62	-	-	-	-	-	-	89.86	-
VT-UNet-SHC×4 2026.03	92.05	89.8	87.54	-	-	-	-	-	-	89.8	-
JCAS 2026.01	92.01	88.37	85.36	-	-	-	76.15	85.75	80.93	88.58	80.94
Loss Correction 2026.01	92	89.44	85.9	-	-	-	77.24	85.64	82.8	89.11	81.9
MedNeXt 2026.01	91.87	88.82	84.26	6.18	5.36	4.41	-	-	-	-	-
Co-Teaching 2026.01	91.78	88.96	85.59	-	-	-	76.83	85.42	82.22	88.78	81.49
JCAS 2026.01	91.64	89.86	87	-	-	-	78.76	85.12	83.42	89.5	82.44
RSF-Assisted 2026.01	91.62	88.86	86.2	-	-	-	77.44	85.1	81.69	88.89	81.41
CLCS 2026.01	91.59	89.37	85.52	-	-	-	76.49	85.02	82.39	88.83	81.3
VT-UNet 2026.03	91.56	88.66	87.13	-	-	-	-	-	-	89.12	-
Baseline 2026.01	91.5	86.6	85.56	-	-	-	76.91	84.82	78.77	87.89	80.17
MTCL 2026.01	91.49	88.7	84.76	-	-	-	75.43	84.85	81.51	88.32	80.6
Co-Teaching 2026.01	91.43	88.71	84.34	-	-	-	74.82	84.85	81.6	88.16	80.42
Loss Correction 2026.01	91.41	87.48	84.87	-	-	-	75.81	84.79	79.77	87.92	80.12
Baseline 2026.01	91.31	85.01	82.19	-	-	-	72.04	84.58	76.07	86.17	77.56
SegResNet 2026.01	90.53	88.14	85.78	11.97	9.73	3.77	-	-	-	-	-
ADELE 2026.01	90.09	91.15	87.94	-	-	-	80	82.91	85.11	89.73	82.67
Yogananda et al. 2026.02	90	80	79	5.22	19.18	19.99	-	-	-	-	-
Attention-Gated R2U-Net 2026.02	90	82.4	77.5	5.232	12.001	18.422	-	-	-	-	-
Shi et al. 2026.02	89.1	73.8	81.9	5.772	16.874	16.628	-	-	-	-	-
Maurya et al. 2026.02	88.8	78.1	76.1	7.51	13.36	23.88	-	-	-	-	-
Marndi et al. 2026.02	88	74.9	78.3	-	-	-	-	-	-	-	-
ADELE 2026.01	87.52	88	84.66	-	-	-	75.45	78.54	80.55	86.72	78.18
U-Net 2D-DHC×2 2026.03	82.71	81.67	81.01	-	-	-	-	-	-	81.3	-
U-Net 2D-SHC×2 2026.03	82.06	81.29	81.06	-	-	-	-	-	-	80.76	-
U-Net 2D-SHC×4 2026.03	82.02	81.35	80.8	-	-	-	-	-	-	81.22	-
U-Net 2D-DHC×4 2026.03	81.88	81.16	81.04	-	-	-	-	-	-	80.55	-
U-Net 2D 2026.03	81.56	81.12	80.99	-	-	-	-	-	-	80.79	-
U-Netpp 2D 2026.03	81.52	83.08	83.67	-	-	-	-	-	-	82.75	-
U-Netpp 2D-DHC×2 2026.03	81.32	82.39	83.08	-	-	-	-	-	-	82.26	-
U-Netpp 2D-SHC×2 2026.03	81.06	83.93	84.28	-	-	-	-	-	-	83.09	-
U-Netpp 2D-SHC×4 2026.03	79.79	83.14	84.26	-	-	-	-	-	-	82.4	-
U-Netpp 2D-DHC×4 2026.03	79.74	81.47	81.41	-	-	-	-	-	-	80.87	-