Thank you for visiting nature.com. You are using a browser version with limited support for CSS. To obtain
the best experience, we recommend you use a more up to date browser (or turn off compatibility mode in
Internet Explorer). In the meantime, to ensure continued support, we are displaying the site without styles
and JavaScript.
(Figures a–c were obtained from the open-source datasets1,8,35).
A comparison of fish datasets. (a) QUT1, (b) Fish4Knowledge8, (c) Rockfish35, and (d) our proposed dataset DeepFish. (a–c) Datasets are acquired from constrained environments, whereas DeepFish has more realistic and challenging environments.