BMC Ecology and Evolution

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
Class	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 lineatum^a	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
Crustacean^a	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 socialis^a	0.01	0.01	0.01	0.01
Prorocentrum micans^a	0.19	0.21	0.20	0.16
Pseudo-nitchzia arctica^a	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
Tintinnid^a	0.01	0.01	0.01	0.02

^aIndicate rare classes with < 25 examples in the training set

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