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Medical Image Segmentation on Kvasir-Seg

92.17Dice Score

MSRF-Net

Updated 19d ago

Evaluation Results

Method
MSRF-Net 2021.05	92.17	89.14	91.98	96.66	-	-	-	-
RWKV-UNet-S 2025.01	91.78	-	-	-	-	-	-	-
RWKV-UNet-S 2025.01	91.78	-	-	-	-	-	-	-
SpectraFlow 2026.05	91.6	85.9	91.3	93.88	-	-	-	-
PVT-CASCADE 2025.01	91.4	-	-	-	-	-	-	-
PVT-CASCADE 2025.01	91.4	-	-	-	-	-	-	-
TransUNet 2025.01	91.34	-	-	-	-	-	-	-
TransUNet 2025.01	91.34	-	-	-	-	-	-	-
RWKV-UNet-T 2025.01	91.26	-	-	-	-	-	-	-
RWKV-UNet 2025.01	91.26	-	-	-	-	-	-	-
RWKV-UNet-T 2025.01	91.26	-	-	-	-	-	-	-
RWKV-UNet 2025.01	91.26	-	-	-	-	-	-	-
FCBFormer 2025.01	91.09	-	-	-	-	-	-	-
FCBFormer 2025.01	91.09	-	-	-	-	-	-	-
ESPNet 2026.04	90.8	83.6	90.9	91.2	-	-	-	-
UHR-Net 2026.04	90.8	85	92.7	91.2	-	-	-	-
PraNet 2021.05	90.78	85.61	90.34	93.52	0.3693	-	-	-
ConDSeg 2026.04	90.5	84.6	92.3	91.7	-	-	-	-
ConDSeg 2026.05	90.45	84.62	92.17	91.55	-	-	-	-
DTAN 2026.05	90.44	84.1	91.65	92.06	-	-	-	-
DoubleAANet 2026.05	90.41	82.12	91.32	76.38	-	-	-	-
DTAN 2026.04	90.4	84.1	91.6	92	-	-	-	-
PVT-EMCAD-B2 2025.01	90.37	-	-	-	-	-	-	-
PVT-EMCAD-B2 2025.01	90.37	-	-	-	-	-	-	-
UACANet-L 2021.05	90.14	85.55	88.97	93.81	0.4878	-	-	-
R50-UNet 2025.01	90.13	-	-	-	-	-	-	-
R50-UNet 2025.01	90.13	-	-	-	-	-	-	-
Whitebox LoRA 2024.05	90	-	-	-	-	20.05	-	-
Whitebox LoRA 2024.05	90	-	-	-	-	20.05	-	-
TGANet 2026.04	89.8	83.3	91.3	91.2	-	-	-	-
Deeplabv3+ (Xception) 2021.05	89.65	85.75	89.84	94.96	0.366	-	-	-
PraNet 2026.04	89.4	83	90.6	91.3	-	-	-	-
PraNet 2026.05	89.4	83.04	90.62	91.37	-	-	-	-
TGANet 2026.05	89.24	83.3	91.31	91.25	-	-	-	-
DDANet 2021.05	89.15	83.93	89.27	92.13	0.0256	-	-	-
CMU-Net 2025.07	89.12	-	-	-	-	-	-	-
XBFormer 2026.05	89.07	83.81	89.8	87.22	-	-	-	-
CMUNeXt 2026.04	89	81.1	89.3	89.9	-	-	-	-
HRNetV2-W48 2021.05	88.96	82.62	89.73	90.56	0.0006	-	-	-
DCSAU-Net 2026.05	88.92	83.51	89.53	89.5	-	-	-	-
DCSAU-Net 2026.04	88.9	83.5	89.5	89.5	-	-	-	-
MedT 2025.07	88.85	-	-	-	-	-	-	-
CASF-Net 2026.05	88.72	81.71	89.24	88.24	-	-	-	-
CASF-Net 2026.04	88.7	81.7	89.2	88.2	-	-	-	-
U-RWKV 2025.07	88.17	-	-	-	-	-	-	-
UACANet-S 2021.05	88	82.5	87.01	92.29	0.0004	-	-	-
Whitebox LoRA 2024.05	88	-	-	-	-	22.23	-	-
CMUNeXt 2025.07	87.82	-	-	-	-	-	-	-
U-Net 2025.07	87.65	-	-	-	-	-	-	-
Rolling-UNet-M 2025.01	87.41	-	-	-	-	-	-	-
Rolling-UNet-M 2025.01	87.41	-	-	-	-	-	-	-
TinyUnet 2025.07	87.32	-	-	-	-	-	-	-
TransUnet 2025.07	87.13	-	-	-	-	-	-	-
Att-UNet 2025.07	87.13	-	-	-	-	-	-	-
DoubleUNet 2021.05	86.99	81.66	90.39	89.42	0.0001	-	-	-
ConvUNeXt 2025.07	86.67	-	-	-	-	-	-	-
Deeplabv3+ (Mobilenet) 2021.05	86.56	81.86	88.08	92.05	0.0001	-	-	-
U-Net 2021.05	86.29	81.76	90.94	89.01	0.0156	-	-	-
Att-UNet 2025.01	86.21	-	-	-	-	-	-	-
Att-UNet 2025.01	86.21	-	-	-	-	-	-	-
U-RWKV-s 2025.07	86.15	-	-	-	-	-	-	-
UNet++ 2025.01	85.86	-	-	-	-	-	-	-
UNet++ 2025.01	85.86	-	-	-	-	-	-	-
U-KAN 2025.01	85.78	-	-	-	-	-	-	-
U-KAN 2025.01	85.78	-	-	-	-	-	-	-
UNeXt 2025.07	85.11	-	-	-	-	-	-	-
U-Net 2025.01	84.94	-	-	-	-	-	-	-
U-Net 2025.01	84.94	-	-	-	-	-	-	-
Implicit U-KAN 2.0 2025.03	84.56	63.96	-	-	-	25.26	91.34	74.9
ColonSegNet 2021.05	82.03	74.35	81.24	88.32	0	-	-	-
ResUNet++ 2021.05	81.89	79.18	83.72	92.55	0	-	-	-
HRNetV2-W18-Smallv2 2021.05	81.79	74.7	80.16	86.96	0	-	-	-
Rolling-Unet 2025.03	80.78	57.05	-	-	-	33.74	92.78	65.85
SwinUnet 2025.07	80.67	-	-	-	-	-	-	-
UNext 2025.01	79.99	-	-	-	-	-	-	-
UNext 2025.01	79.99	-	-	-	-	-	-	-
ResUNet++ + CRF 2021.05	79.65	82.5	81.19	80.45	0	-	-	-
TransUNet 2025.03	78.24	51.42	-	-	-	37.97	90.64	62.59
Attn U-Net 2026.05	77.43	67.64	83.95	79.94	-	-	-	-
U-Net 2025.03	77.41	48.57	-	-	-	44.75	90.23	60.74
U-Net++ 2026.05	77.24	67.93	86.57	77.78	-	-	-	-
U-Net++ 2026.04	77.2	67.9	86.5	77.6	-	-	-	-
UNeXt 2025.03	75.83	46.57	-	-	-	41.12	89.26	58.21
U-Net 2026.05	75.81	65.54	83.62	77.63	-	-	-	-
U-Net 2026.04	75.8	65.5	83.6	77.6	-	-	-	-
U-Net++ 2021.05	74.75	63.13	68.65	88.71	0	-	-	-
USODE 2025.03	74.65	42.64	-	-	-	45.2	90.31	55.06
U-KAN 2025.03	73.31	42.07	-	-	-	48.4	89.49	52.89
BAPS 2024.05	72	-	-	-	-	80.01	-	-
BAPS 2024.05	72	-	-	-	-	83.55	-	-
BAPS 2024.05	72	-	-	-	-	80.01	-	-
MLLA-UNet 2025.03	69.62	35.74	-	-	-	53.62	87.91	46.53
VP 2024.05	69	-	-	-	-	99.3	-	-
MedSAM 2024.05	68	-	-	-	-	98.4	-	-
VP 2024.05	68	-	-	-	-	90.36	-	-
SAM (ZS) 2024.05	68	-	-	-	-	99.3	-	-
MedSAM (ZS) 2024.05	68	-	-	-	-	98.4	-	-
VP 2024.05	68	-	-	-	-	90.36	-	-
U-Net 2026.03	-	54.58	-	-	-	-	-	79.59
Att-UNet 2026.03	-	62.75	-	-	-	-	-	83.36

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