Table 3 AUC values for each of the classes averaged over 30 experimental runs for each model.

From: Deepdive: Leveraging Pre-trained Deep Learning for Deep-Sea ROV Biota Identification in the Great Barrier Reef

Class	Model AUC
	Dense Net121		Dense Net169		Inception ResNetV2		Inception V3		ResNet 101		ResNet 152		ResNet 50
	mean	std	mean	std	mean	std	mean	std	mean	std	mean	std	mean	std
Anthomastus Like coral	0.64	0.06	0.73	0.05	0.83	0.05	0.71	0.07	0.69	0.07	0.68	0.07	0.71	0.06
Arborescent Stumpy Grey Branching Erect sponges	0.96	0.01	0.97	0.01	0.99	0.01	0.96	0.01	0.94	0.01	0.95	0.01	0.96	0.01
Arborescent coral	0.88	0.04	0.84	0.04	0.93	0.03	0.91	0.03	0.84	0.03	0.75	0.07	0.79	0.05
Attached Stony coral	0.93	0.01	0.92	0.01	0.96	0.01	0.92	0.01	0.91	0.01	0.91	0.01	0.92	0.01
Bioturbation - Organism tests	0.96	0.01	0.96	0.01	0.99	0.01	0.97	0.01	0.95	0.02	0.94	0.01	0.96	0.01
Bony fishes	0.86	0.01	0.85	0.02	0.95	0.01	0.86	0.01	0.86	0.01	0.84	0.01	0.86	0.01
Colonial Unstalked Ascidian	0.93	0.01	0.92	0.01	0.95	0.01	0.90	0.02	0.91	0.02	0.90	0.01	0.93	0.01
Crab	0.88	0.04	0.86	0.04	0.93	0.03	0.90	0.04	0.86	0.04	0.85	0.05	0.88	0.06
Ctenophores jellies	0.95	0.03	0.95	0.04	0.97	0.03	0.92	0.04	0.96	0.03	0.95	0.02	0.95	0.03
Cup-likes sponges	0.98	0.02	0.97	0.02	0.99	0.01	0.96	0.02	0.97	0.01	0.97	0.03	0.97	0.02
Eels	0.83	0.03	0.83	0.02	0.96	0.01	0.86	0.03	0.77	0.03	0.73	0.03	0.77	0.03
Feather stars	0.95	0.01	0.93	0.03	0.99	0.01	0.93	0.03	0.94	0.02	0.93	0.02	0.94	0.02
Free-living coral	0.84	0.05	0.89	0.04	0.91	0.05	0.86	0.05	0.82	0.05	0.72	0.06	0.85	0.05
General unknown biology	0.84	0.03	0.80	0.04	0.85	0.04	0.80	0.05	0.79	0.03	0.76	0.04	0.80	0.04
Hermit Crab with Shell or Stone	0.93	0.04	0.96	0.03	0.99	0.01	0.95	0.02	0.91	0.03	0.92	0.04	0.93	0.03
Irregular urchins	0.87	0.03	0.88	0.02	0.98	0.01	0.94	0.02	0.88	0.04	0.85	0.04	0.90	0.03
Laminar Erect sponges	0.99	0.01	0.98	0.02	0.99	0.01	0.97	0.04	0.99	0.02	0.98	0.03	0.98	0.03
Octopods	0.87	0.06	0.93	0.04	0.97	0.03	0.94	0.05	0.89	0.06	0.90	0.05	0.94	0.02
Other anemones	0.76	0.04	0.80	0.03	0.92	0.02	0.78	0.03	0.79	0.04	0.77	0.05	0.75	0.05
Prawns - Shrimps - Mysids	0.87	0.01	0.89	0.01	0.96	0.01	0.88	0.01	0.87	0.01	0.83	0.01	0.86	0.01
Quill (Sea pen) coral	0.96	0.03	0.93	0.06	1.00	0.00	0.95	0.04	0.93	0.04	0.89	0.06	0.91	0.05
Sea Cucumber	0.88	0.02	0.88	0.02	0.97	0.01	0.90	0.02	0.87	0.02	0.81	0.02	0.87	0.02
Sea stars	0.91	0.03	0.90	0.03	0.94	0.03	0.92	0.02	0.89	0.03	0.89	0.02	0.91	0.02
Sea urchins	0.94	0.01	0.95	0.01	0.99	0.00	0.95	0.01	0.92	0.01	0.88	0.01	0.92	0.01
Sea whip coral	0.78	0.05	0.72	0.05	0.91	0.05	0.79	0.05	0.78	0.04	0.69	0.05	0.79	0.04
Simple Branching coral	0.92	0.04	0.86	0.05	0.93	0.05	0.89	0.06	0.89	0.05	0.86	0.05	0.91	0.03
Snake stars	0.86	0.03	0.88	0.02	0.91	0.02	0.88	0.02	0.83	0.03	0.83	0.03	0.84	0.02
Squat lobsters	0.83	0.02	0.86	0.02	0.93	0.01	0.86	0.02	0.81	0.02	0.80	0.02	0.83	0.02
Stalked Erect sponges	0.94	0.03	0.95	0.04	0.97	0.03	0.93	0.05	0.95	0.03	0.90	0.04	0.92	0.03
True lobsters	0.99	0.01	0.98	0.01	0.97	0.04	0.96	0.06	0.99	0.01	0.97	0.03	0.99	0.01
Tube anemones	0.74	0.04	0.82	0.04	0.95	0.03	0.78	0.05	0.80	0.05	0.76	0.05	0.79	0.05
Tube worms	0.91	0.01	0.90	0.01	0.97	0.01	0.92	0.01	0.88	0.01	0.86	0.01	0.89	0.01
Woody debris	0.90	0.04	0.90	0.05	0.95	0.03	0.87	0.04	0.89	0.04	0.91	0.04	0.91	0.04

We find that Inception-ResNet-V2 provides the best AUC values across all the classes with little variation across different experimental runs.

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Table 3 AUC values for each of the classes averaged over 30 experimental runs for each model.

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