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ResearchFormerly WizWand

Semantic Segmentation on DigestPath (test)

77.47DSCFull Supervision
35.069246.077157.08568.0929May 30, 2023Sep 23, 2023Jan 17, 2024May 12, 2024Sep 5, 2024Dec 30, 2024Apr 26, 2025
Updated 8mo ago

Evaluation results

MethodLinks
Full SupervisionLabeled Ratio=100%, Backbone=ResNet-50, Input Resolution=256x2562023.0577.4764.97——
CDMA (CSA branch)Labeled Ratio=10%, Backbone=ResNet-50, Input Resolution=256x2562023.0572.2460.17——
MR-PLIPzero-shot=true2025.0470.6—74.178.5
CPSLabeled Ratio=10%, Backbone=ResNet-50, Input Resolution=256x2562023.0570.4658.67——
CNN&TransformerLabeled Ratio=10%, Backbone=ResNet-50, Input Resolution=256x2562023.0570.4357.89——
R-DropLabeled Ratio=10%, Backbone=ResNet-50, Input Resolution=256x2562023.0570.3757.39——
HCELabeled Ratio=10%, Backbone=ResNet-50, Input Resolution=256x2562023.0570.2958.04——
MTLabeled Ratio=10%, Backbone=ResNet-50, Input Resolution=256x2562023.0570.1956.38——
MC-Net+Labeled Ratio=10%, Backbone=ResNet-50, Input Resolution=256x2562023.0570.0957.64——
EMLabeled Ratio=10%, Backbone=ResNet-50, Input Resolution=256x2562023.0570.0156.96——
CDMA (CSA branch)Labeled Ratio=5%, Backbone=ResNet-50, Input Resolution=256x2562023.0569.7257.09——
UAMTLabeled Ratio=10%, Backbone=ResNet-50, Input Resolution=256x2562023.0569.6457.22——
CPLIPzero-shot=true2025.0468.7—72.276.1
SL lower boundLabeled Ratio=10%, Backbone=ResNet-50, Input Resolution=256x2562023.0568.3253.62——
MC-Net+Labeled Ratio=5%, Backbone=ResNet-50, Input Resolution=256x2562023.0567.8155.4——
UAMTLabeled Ratio=5%, Backbone=ResNet-50, Input Resolution=256x2562023.0567.7655.16——
CPSLabeled Ratio=5%, Backbone=ResNet-50, Input Resolution=256x2562023.0567.7154.73——
CNN&TransformerLabeled Ratio=5%, Backbone=ResNet-50, Input Resolution=256x2562023.0567.6655.74——
MTLabeled Ratio=5%, Backbone=ResNet-50, Input Resolution=256x2562023.0567.4654.68——
HCELabeled Ratio=5%, Backbone=ResNet-50, Input Resolution=256x2562023.0567.3454.58——
R-DropLabeled Ratio=5%, Backbone=ResNet-50, Input Resolution=256x2562023.0567.2254.7——
EMLabeled Ratio=5%, Backbone=ResNet-50, Input Resolution=256x2562023.0567.0954.55——
SL lower boundLabeled Ratio=5%, Backbone=ResNet-50, Input Resolution=256x2562023.0564.7452.35——
CONCHzero-shot=true2025.0461.5—66.370.9
MI-Zerozero-shot=true2025.0459.9—64.869.1
QuiltNetzero-shot=true2025.0458.1—62.168.1
BioCLIPzero-shot=true2025.0444.6—58.160.1
PLIPzero-shot=true2025.0442.6—52.654.1
CLIPzero-shot=true2025.0436.7—49.251.1