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Skin Lesion Segmentation on ISIC 2018

95.6Dice Coefficient

SAM3(Box)

Updated 17d ago

Evaluation Results

Method
SAM3(Box) 2026.07	95.6	-	-	-	-	-	-
TBconvL-Net 2025.10	95.47	91.65	97.6	95.29	98.55	-	-
SAM2+OBBSeg(Box) 2026.07	95	-	-	-	-	-	-
SAM2+OBBSeg(Circle) 2026.07	94.8	-	-	-	-	-	-
M-BFF-Net 2025.10	94.47	91.7	97.84	95.84	98.52	-	-
SAM2+OBBSeg(Scribble) 2026.07	92.5	-	-	-	-	-	-
Residual Multi-scale dual attention Unet 2021.11	91.52	85.41	95.92	-	-	-	-
MambaLiteUNet 2026.04	91.07	83.6	96.13	89.69	97.95	-	-
xLSTM-VMUNet 2024.11	91	83.49	-	-	-	-	-
EMCAD 2026.07	91	-	-	-	-	-	-
Ours 2025.12	90.71	-	96.62	93.34	96.18	-	-
DMSA-Unet 2025.12	90.63	-	96.16	97.14	97.14	-	-
Meta-Polyp 2025.10	90.41	83.76	97.24	91.66	98.63	-	-
Ensemble_with_CRF_v3 2021.11	90.4	79.9	94.5	-	-	-	-
CASCADE 2026.07	90.4	-	-	-	-	-	-
UNeXt 2024.11	90.3	82.61	-	-	-	-	-
SAM2(Box) 2026.07	90.2	-	-	-	-	-	-
DermoSegDiff-A 2023.08	90.05	-	95.87	87.61	98.11	-	-
Automatic Skin Lesion Segmentation by DCNN 2021.11	90	79.9	94.3	-	-	-	-
MaskRcnn2+segmentation 2021.11	89.8	80.2	94.2	-	-	-	-
SkinMamba 2024.11	89.76	81.43	-	-	-	-	-
VM-UNet 2024.11	89.75	81.42	-	-	-	-	-
VM-UNetV2 2025.12	89.73	-	95.06	88.64	97.13	-	-
EMCAD 2025.12	89.73	-	96.17	92.43	96.75	-	-
UNeXt 2026.05	89.7	-	-	-	-	-	-
DermoSegDiff-B 2023.08	89.66	-	95.75	86.42	98.28	-	-
LB-UNet 2026.04	89.64	81.22	95.6	89.96	97.11	-	-
RA-Net 2025.10	89.55	83.09	95.68	93.06	94.69	-	-
MALUNet 2026.04	89.52	81.03	95.58	89	97.35	-	-
VM-UNet 2026.04	89.48	80.96	95.61	88.36	97.55	-	-
Swin-Unet 2023.08	89.46	-	96.45	90.56	97.98	-	-
UltraLightVM-UNet 2025.12	89.4	-	95.58	86.8	97.81	-	-
WeakPolyp+M2O 2026.07	89.3	-	-	-	-	-	-
SAM2+OBBSeg(Point) 2026.07	89.3	-	-	-	-	-	-
VM-UNet2 2026.04	89.29	80.65	95.45	89.59	97.02	-	-
ULVM-UNet 2026.04	89.29	80.64	95.59	87.17	97.84	-	-
ARU-GD 2025.10	89.16	84.55	94.23	91.42	96.81	-	-
ConvNeXt-FD 2026.05	89.12	-	-	-	-	-	-
CE 2026.05	89.11	-	-	-	-	-	-
TransUNet 2026.07	89.1	-	-	-	-	-	-
UNeXt-S 2026.04	89.07	80.29	95.57	85.77	98.18	-	-
EGE-Unet 2025.12	89.04	-	94.58	90.44	95.91	-	-
FAT-Net 2025.10	89.03	82.02	95.78	91	96.99	-	-
LightM-UNet 2026.04	88.99	80.16	95.31	88.89	97.05	-	-
Swin-Unet 2025.10	88.98	82.79	96.83	90.1	97.16	-	-
TransUNet 2024.11	88.91	80.51	-	-	-	-	-
LKA 2025.12	88.88	-	95.34	84.75	98.34	-	-
C2SDG 2026.04	88.88	80	95.22	90.32	96.53	-	-
UltraLBM-UNet 2025.12	88.85	79.94	-	-	-	-	-
EGE-UNet 2026.04	88.78	79.82	95.19	90.35	96.48	-	-
MLFFM-SegDiff 2026.06	88.77	79.85	95.04	91.99	95.88	88.77	85.88
U-KAN 2025.12	88.64	79.59	-	-	-	-	-
PraNet 2026.07	88.6	-	-	-	-	-	-
EGE-UNet 2025.12	88.55	79.45	-	-	-	-	-
MK-UNet 2025.12	88.55	79.45	-	-	-	-	-
MALUNet 2025.12	88.53	79.42	-	-	-	-	-
Rolling-UNet-S 2025.12	88.53	79.43	-	-	-	-	-
Swin-Unet 2026.05	88.53	-	-	-	-	-	-
SCR-Net 2026.04	88.44	79.27	95.06	89.52	96.54	-	-
UCTransNet 2023.08	88.38	-	95.27	98.25	84.29	-	-
UNeXt 2025.12	88.3	79.06	-	-	-	-	-
UltraLight VM-UNet 2025.12	88.23	78.93	-	-	-	-	-
DeepLabv3+ 2023.08	88.2	-	95.1	85.6	97.7	-	-
UltraLight VM-UNet 2024.11	88.2	78.9	-	-	-	-	-
UltraLBM-UNet-T 2025.12	88.15	78.82	-	-	-	-	-
U-Lite 2025.12	88.11	78.75	-	-	-	-	-
TransFuse 2026.04	88.11	78.75	94.8	91.28	95.74	-	-
HiFormer-B 2025.12	88.1	-	94.85	84.61	97.74	-	-
SANet 2026.07	88.1	-	-	-	-	-	-
DAGAN 2023.08	88.07	-	93.24	90.72	95.88	-	-
MambaU-Lite 2025.12	88.07	78.68	-	-	-	-	-
Duck-Net 2025.10	88.07	81.13	93.24	90.72	95.88	-	-
CMUNeXt-S 2025.12	88.06	78.66	-	-	-	-	-
Fusion model with fusion loss 2026.05	88	-	-	-	-	-	-
VM-UNetv2 2024.11	87.96	78.51	-	-	-	-	-
TinyU-Net 2025.12	87.95	78.49	-	-	-	-	-
Attention U-Net 2025.12	87.93	78.46	-	-	-	-	-
LeViT-U 2026.05	87.91	-	-	-	-	-	-
U-Net 2025.12	87.89	78.4	-	-	-	-	-
UNet++ 2025.12	87.88	78.38	-	-	-	-	-
U-Net 2026.06	87.84	78.32	94.83	87.26	96.89	87.84	88.43
SwinUNETR 2026.06	87.82	78.3	94.86	86.61	97.1	87.82	89.1
WeakPolyp 2026.07	87.8	-	-	-	-	-	-
EnsDiff 2023.08	87.75	-	95.02	83.58	98.12	-	-
PraNet 2024.11	87.54	78.74	-	-	-	-	-
U-Net++ 2026.07	87.5	-	-	-	-	-	-
TransUNet 2026.05	87.41	-	-	-	-	-	-
UNet++ 2025.10	87.32	81.62	93.72	88.7	93.96	-	-
FANet 2024.11	87.31	80.23	-	-	-	-	-
UTNetV2 2026.04	87.3	77.46	94.6	87.6	96.48	-	-
KnowSAM 2026.07	87.2	-	-	-	-	-	-
AttnUNet 2026.07	87.1	-	-	-	-	-	-
CaraNet 2024.11	87.02	78.22	-	-	-	-	-
SAM2(Point) 2026.07	87	-	-	-	-	-	-
U-Net 2026.07	86.7	-	-	-	-	-	-
U-Net 2025.10	86.64	80.09	92.52	85.22	92.09	-	-
MissFormer 2023.08	86.31	-	94.27	96.9	84.58	-	-
MS-Net 2026.05	86.06	-	-	-	-	-	-
Swin-Unet 2025.12	86.03	-	94.45	79.98	98.53	-	-
AD-LA Former 2025.12	85.91	-	96.46	91.24	99.04	-	-

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