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Patch Size Experiment ‐ Lung dataset (Aug 18; camera ready version)

Manan Lalit edited this page Aug 18, 2023 · 10 revisions

Lung TissueNet Dataset

Run - 1

Metrics 0.5 0.6 0.7 0.8 0.9 1.0 1.1 1.2 1.3 1.4 1.5
F1 0.15831 0.00887 0.35057 0.60127 0.24447 0.55329 0.44298 0.51426 0.33164 0.31085 0.27147
SEG 0.25349 0.04818 0.38224 0.53305 0.32179 0.51828 0.49261 0.52249 0.48321 0.48469 0.45040

Run - 2

Metrics 0.5 0.6 0.7 0.8 0.9 1.0 1.1 1.2 1.3 1.4 1.5
F1 0.19257 0.29466 0.23255 0.45659 0.60282 0.46558 0.50746 0.47773 0.33616 0.39509 0.32156
SEG 0.28410 0.34919 0.29137 0.45605 0.51159 0.50923 0.50182 0.53334 0.48212 0.48087 0.45322

Run - 3

Metrics 0.5 0.6 0.7 0.8 0.9 1.0 1.1 1.2 1.3 1.4 1.5
F1 0.16619 0.37011 0.36096 0.51518 0.58305 0.52332 0.11390 0.40143 0.43850 0.09482 0.24805
SEG 0.25919 0.36571 0.38962 0.46772 0.47950 0.50463 0.19692 0.49897 0.48668 0.17025 0.40146

Mean ± standard error (i.e. $\sigma$/sqrt(3))

Metrics 0.5 0.6 0.7 0.8 0.9 1.0 1.1 1.2 1.3 1.4 1.5
F1 0.172±0.008 0.225±0.090 0.315±0.034 0.524±0.034 0.477±0.095 0.514±0.021 0.355±0.1 0.464±0.027 0.369±0.028 0.267±0.073 0.280±0.018
SEG 0.266±0.008 0.254±0.084 0.354±0.026 0.486±0.02 0.438±0.048 0.511±0.003 0.397±0.082 0.518±0.008 0.484±0.001 0.379±0.085 0.435±0.014