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Table 2 Classification results on WND CHARM’s reference datasets and IICBU suite

From: CP-CHARM: segmentation-free image classification made accessible

   WND-CHARM1 CP-CHARM2
  Dataset Median Std Dev. Median Std Dev.
WND-CHARM’s reference suite AT&T 0.97 0.02 0.98 5e-3
  Brodatz 0.91 0.01 0.91 3e-3
  CHO 0.93 0.02 0.99 3e-3
  COIL-20 1.00 1e-3 1.00 1e-3
  HeLa 0.87 0.09 0.84 4e-3
  Pollen 0.95 0.02 0.95 3e-3
   0.83 0.07 0.84 0.01
IICBU suite Binucleate 1.00 0.01 0.95 0.02
  Liver Aging 0.93 0.03 0.89 4e-3
  Liver Gen. AL 0.98 0.01 0.98 5e-3
  Liver Gen. CR 0.99 0.01 0.99 1e-3
  Lymphoma 0.79 0.04 0.66 0.01
  RNAi 0.78 0.04 0.73 0.02
  Terminal Bulb 0.59 0.04 0.55 6e-3
  1. Note: 1.0 corresponds to 100 % correct classification
  2. Datasets marked with a star () are likely to be subject to global image artifacts. See explanations in text
  3. 1Using lone 4-fold cross-validation
  4. 2Using 10-fold cross-validation