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. 2021 May 29;61(3):900–916. doi: 10.1093/icb/icab107

Table 1.

Recent animal identification publications and relevant data

Method Species Target Identities Train Images Test Images Results
Chen et al. (2020) Panda Face 218 5845 402 Top-1: 96.27a
Shuyuan et al. (2019) Tiger (ATRW) Body 92 1887 1762 Top-1: 88.9, Top-5: 96.6, mAP: 71.0b
Liu et al. (2019) Tiger (ATRW) Body 92 1887 1762 Top-1: 95.6, Top-5: 97.4, mAP: 88.9b
Moskvyak et al. (2019) Manta Ray Underside 120 1380 350 Top-1: 62.05 ± 3.24, Top-5: 93.65 ± 1.83
Moskvyak et al. (2019) Humpback Whale Fluke 633 2358 550 Top-1: 62.78 ± 1.6, Top-5: 93.46 ± 0.63
Bouma et al. (2018) Common Dolphin Fin 180 ∼2800 ∼700 Top-1:90.5±2, Top-5: 93.6±1
Nepovinnykh et al. (2020) Saimaa Ringed Seal Pelage 46 3000 2000 Top-1: 67.8, Top-5: 88.6
Schofield et al. (2019) Chimpanzee Face 23 3,249,739 1,018,494 Frame-acc : 79.12%, Track-acc: 92.47%
Clapham et al. (2020) Brown Bear Face 132 3740 934 Acc: 83.9%

This table extends the excellent list in Schneider et al. (2019) by subsequent publications.

a

Closed set.

b

Single camera wild.