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Video Polyp Segmentation on SUN-SEG Easy (Unseen)

87S-alpha ScoreSALI
-2.9870420.3749843.73767.09902Mar 27, 2022Dec 11, 2022Aug 27, 2023May 13, 2024Jan 27, 2025Oct 13, 2025Jun 30, 2026

Evaluation results

MethodLinks
SALIMode=Unseen, Backbone=PVTv22024.06879279.483.10.8250.811——
SLT-NetMode=Unseen2024.0684.889.377.581.70.7920.747——
MASTMode=Unseen2024.0684.589.87781.90.7840.755——
PNS+Mode=Unseen2024.0680.679.867.6730.7560.63——
PNS+Supervision Setting=Fully Supervised2026.0680.679.867.6—0.678—0.5914.4
2/3DMode=Unseen2024.0678.677.765.270.80.7220.603——
ARTEMISSupervision Setting=Scribble Supervision2026.0678.679.765.9—0.667—0.5874.3
PraNetSupervision Setting=Fully Supervised2026.0678.178.866.3—0.665—0.5825.2
SEESupervision Setting=Scribble Supervision2026.0677.878.853.3—0.658—0.56210.2
WS-SAMSupervision Setting=Scribble Supervision2026.0677.178.550.6—0.644—0.5529.2
ARTEMISSupervision Setting=Point Supervision2026.067776.952.9—0.628—0.5398
PNS-NetMode=Unseen2024.0676.774.461.666.40.6760.574——
PNSSupervision Setting=Fully Supervised2026.0676.774.461.6—0.618—0.5454.8
ProMaCSupervision Setting=Point Supervision2026.0675.276.149.4—0.626—0.52312.7
WeakPolypSupervision Setting=Scribble Supervision2026.0675.176.847.3—0.632—0.53612.6
ProMaCSupervision Setting=Scribble Supervision2026.0674.977.451.3—0.648—0.55812.8
WS-SAMSupervision Setting=Point Supervision2026.0674.57645.4—0.62—0.52612
SEESupervision Setting=Point Supervision2026.0674.575.647.1—0.621—0.52612.4
SCODSupervision Setting=Scribble Supervision2026.0674.275.845.1—0.617—0.5212.6
SCWSSupervision Setting=Scribble Supervision2026.0673.674.244.5—0.603—0.50413.5
TELSupervision Setting=Point Supervision2026.0672.974.342.2—0.613—0.51714.3
GenSAMSupervision Setting=Scribble Supervision2026.0672.774.342.2—0.609—0.5114.3
GenSAMSupervision Setting=Point Supervision2026.0672.775.442.4—0.619—0.51914.3
FLA-NetMode=Unseen2024.0672.269.754.759.70.6360.506——
TELSupervision Setting=Scribble Supervision2026.0672.272.943.9—0.597—0.50515.2
SCODSupervision Setting=Point Supervision2026.0671.773.240.5—0.602—0.50515.4
SCWSSupervision Setting=Point Supervision2026.0670.371.237.7—0.575—0.47415.7
SAM-WSSupervision Setting=Point Supervision2026.0666.868.932.3—0.567—0.46519.8
SAM-WSSupervision Setting=Scribble Supervision2026.0660.354.623.4—0.388—0.28923.7
YOLO-SAM 22024.090.90.938—0.9380.90.837——
SLT-Net2024.090.8480.893—0.8170.7920.747——
DALAModel Type=Video Model2026.060.8370.8540.7220.7720.7680.721——
Temporally Consistent Learning FrameworkModel Type=Image Model, Backbone=ACSNet [29]2026.060.8160.8820.7380.7840.7460.719——
PNS+Category=VIDEO, Publish=OURS22, Code=Link2022.030.8060.7980.6760.730.7560.63——
PNS+2024.090.8060.798—0.730.7560.63——
SSTANModel Type=Video Model2026.060.8050.8380.6910.7450.7260.662——
MSRF-NetModel Type=Image Model2026.060.7940.780.6520.6930.7010.6——
2/3DCategory=VIDEO, Publish=MICCAI20, Code=R/T2022.030.7860.7770.6520.7080.7220.603——
2/3D2024.090.7860.777—0.7080.7220.603——
ACSNetCategory=IMAGE, Publish=MICCAI20, Code=Link2022.030.7820.7790.6420.6880.7130.601——
ACSNetModel Type=Image Model2026.060.7820.7790.6420.6880.7130.601——
ColonSegNetModel Type=Image Model2026.060.7760.7680.6210.6660.6830.594——
MATCategory=VIDEO, Publish=TIP20, Code=Link2022.030.770.7370.5750.6410.710.542——
TransNetRModel Type=Image Model2026.060.7680.7680.6480.6940.6420.592——
PNSNetCategory=VIDEO, Publish=MICCAI21, Code=Link2022.030.7670.7440.6160.6640.6760.574——
PNS-Net2024.090.7670.744—0.6640.6760.574——
PraNetCategory=IMAGE, Publish=MICCAI20, Code=Link2022.030.7330.7530.5720.6320.6210.524——
PraNetModel Type=Image Model2026.060.7330.7530.5720.6320.6210.524——
FSNetCategory=VIDEO, Publish=ICCV21, Code=Link2022.030.7250.6950.5510.630.7020.493——
FLA-Net2024.090.7220.697—0.5970.6360.506——
FLA-NetModel Type=Video Model2026.060.7220.6970.5470.5970.6360.506——
SANetCategory=IMAGE, Publish=MICCAI21, Code=Link2022.030.720.7450.5660.6340.6490.521——
MedNeXtModel Type=Image Model2026.060.7030.7190.5530.5980.5910.506——
UNet++Category=IMAGE, Publish=TMI18, Code=Link2022.030.6840.6870.4910.5530.5590.457——
U-Net++Model Type=Image Model2026.060.6840.6870.4910.5530.5590.457——
PCSACategory=VIDEO, Publish=AAAI20, Code=Link2022.030.680.660.4510.5190.5920.398——
UNetCategory=IMAGE, Publish=MICCAI15, Code=Link2022.030.6690.6770.4590.5280.530.42——
U-NetModel Type=Image Model2026.060.6690.6770.4590.5280.530.42——
COSNetCategory=VIDEO, Publish=TPAMI19, Code=Link2022.030.6540.60.4310.4960.5960.359——
DCFCategory=VIDEO, Publish=ICCV21, Code=Link2022.030.5230.5140.270.3120.3250.34——
AMDCategory=VIDEO, Publish=NeurIPS21, Code=Link2022.030.4740.5330.1330.1460.2660.222——