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Binary Segmentation on Kvasir-SEG (test)

0.9355DSC

t-vMF Dice loss

Updated 4d ago

Evaluation Results

Method
t-vMF Dice loss 2022.07	0.9355	-	-	-	-	-
Adaptive t-vMF Dice loss 2022.07	0.9355	-	-	-	-	-
Noise-robust Dice loss 2022.07	0.9353	-	-	-	-	-
Dice loss 2022.07	0.935	-	-	-	-	-
Focal Dice loss 2022.07	0.935	-	-	-	-	-
Focal Tversky loss 2022.07	0.9342	-	-	-	-	-
t-vMF Dice loss 2022.07	0.9339	-	-	-	-	-
t-vMF Dice loss 2022.07	0.9339	-	-	-	-	-
Generalised Dice loss 2022.07	0.9321	-	-	-	-	-
PVT-EMCAD-B2 2024.05	0.9275	-	-	-	-	-
WS Dice loss 2022.07	0.9267	-	-	-	-	-
Adaptive t-vMF Dice loss 2022.07	0.9266	-	-	-	-	-
Adaptive t-vMF Dice loss 2022.07	0.926	-	-	-	-	-
t-vMF Dice loss 2022.07	0.9245	-	-	-	-	-
t-vMF Dice loss 2022.07	0.9231	-	-	-	-	-
Adaptive t-vMF Dice loss 2022.07	0.9224	-	-	-	-	-
BFL-log(Dice) loss 2022.07	0.9222	-	-	-	-	-
Adaptive t-vMF Dice loss 2022.07	0.9218	-	-	-	-	-
PVT-CASCADE 2024.05	0.9205	-	-	-	-	-
PVT-EMCAD-B0 2024.05	0.9195	-	-	-	-	-
BFL-log(Dice) loss 2022.07	0.918	-	-	-	-	-
PolypPVT 2024.05	0.9156	-	-	-	-	-
SSFormer-L 2024.05	0.9147	-	-	-	-	-
TransUNet 2024.05	0.9108	-	-	-	-	-
t-vMF Dice loss 2022.07	0.9101	-	-	-	-	-
Focal Dice loss 2022.07	0.9098	-	-	-	-	-
Adaptive t-vMF Dice loss 2022.07	0.9066	-	-	-	-	-
Focal Tversky loss 2022.07	0.9061	-	-	-	-	-
Dice loss 2022.07	0.9034	-	-	-	-	-
Noise-robust Dice loss 2022.07	0.9034	-	-	-	-	-
WS Dice loss 2022.07	0.903	-	-	-	-	-
TransFuse 2024.05	0.9024	-	-	-	-	-
UACANet-L 2024.05	0.9017	-	-	-	-	-
Telescopic Adapters 2025.12	0.8979	0.835	-	-	-	-
CaraNet 2024.05	0.8974	-	-	-	-	-
CRIS 2025.12	0.8943	0.8337	-	-	-	-
DeepLabv3+ 2024.05	0.8906	-	-	-	-	-
CLIPSeg DA VLC 2025.12	0.8906	0.8228	-	-	-	-
Generalised Dice loss 2022.07	0.887	-	-	-	-	-
nnU-Net 2025.05	0.8841	-	-	-	-	0.0047
CLIPSeg 2025.12	0.8769	0.8172	-	-	-	-
SwinUNet 2024.05	0.8761	-	-	-	-	-
CLIPSeg SA VLC 2025.12	0.868	0.7933	-	-	-	-
I-MedSAM 2025.12	0.8636	0.7866	-	-	-	-
PraNet 2024.05	0.8482	-	-	-	-	-
AttnUNet 2024.05	0.8349	-	-	-	-	-
UNet++ 2024.05	0.8336	-	-	-	-	-
UNet 2024.05	0.8287	-	-	-	-	-
U-Net 2025.05	0.8212	-	-	-	-	0.0111
ResUNet++ 2019.11	0.8133	0.7927	70.64	87.74	-	-
GradTrack 2025.05	0.8101	-	-	-	-	0.0066
ResUNet-mod 2019.11	0.7909	0.4287	69.09	87.13	-	-
UNeXt 2024.05	0.7788	-	-	-	-	-
GazeMedSeg 2025.05	0.778	-	-	-	-	0.0102
AGMM 2025.05	0.7557	-	-	-	-	0.0084
BoxTeacher 2025.05	0.7333	-	-	-	-	0.013
VAMD-CRF 2025.05	0.7312	-	-	-	-	0.006
PointSup 2025.05	0.7305	-	-	-	-	0.0164
VAM 2025.05	0.7221	-	-	-	-	0.0071
U-Net 2019.11	0.7147	0.4334	63.06	92.22	-	-
SAN 2025.12	0.6958	0.5805	-	-	-	-
DMPLS 2025.05	0.6923	-	-	-	-	0.0032
AGMM 2025.05	0.6723	-	-	-	-	0.0102
USTM 2025.05	0.6631	-	-	-	-	0.0093
BoxInst 2025.05	0.6572	-	-	-	-	0.0297
CLIPSeg 2025.12	0.5342	0.4248	-	-	-	-
ResUNet 2019.11	0.5144	0.4364	50.41	72.92	-	-
U-Net 2022.11	-	0.415	-	-	38.8	-
U-Net + PRN 2022.11	-	0.478	-	-	46.3	-
ResUnet 2022.11	-	0.468	-	-	45.7	-
ResUnet + PRN 2022.11	-	0.529	-	-	52.5	-
ResUnet++ 2022.11	-	0.559	-	-	56.8	-
ResUnet++ + PRN 2022.11	-	0.617	-	-	62.9	-
SSFormer-S 2022.11	-	0.868	-	-	69.7	-
SSFormer-S + PRN 2022.11	-	0.891	-	-	72.3	-