Skip to main content

Table 3 Area under the precision-recall curves calculated using average precision for each class

From: Plankton classification with high-throughput submersible holographic microscopy and transfer learning

Class AUC-PR
VGG16 InceptionV3 ResNet50V2 Xception
Alexandrium tamarense 0.97 0.85 0.96 0.98
Ceratium fusus 0.88 0.55 0.78 0.89
Ceratium lineatuma 0.76 0.60 0.76 0.91
Ceratium longpipes 0.97 0.93 0.98 0.99
Ceratium sp. 0.79 0.59 0.85 0.92
Chaetoceros socialis 0.98 0.96 0.99 0.99
Chaetoceros straight 0.80 0.61 0.77 0.84
Chaetoceros sp. 0.93 0.83 0.96 0.98
Crustaceana 0.56 0.30 0.84 0.86
Dictyocha speculum 0.98 0.88 0.97 0.99
Melosira octagona 0.98 0.92 0.97 0.98
Noise 0.96 0.87 0.94 0.98
Parvicorbicula socialisa 0.01 0.01 0.01 0.01
Prorocentrum micansa 0.19 0.21 0.20 0.16
Pseudo-nitchzia arcticaa 0.02 0.01 0.03 0.03
Rhizosoenia setigera 0.05 0.04 0.04 0.04
Rods 0.19 0.13 0.14 0.14
Skeletonema costatum 0.06 0.07 0.05 0.06
Tintinnida 0.01 0.01 0.01 0.02
  1. aIndicate rare classes with < 25 examples in the training set