Semiautomated process for enumeration of fishes from recreational-grade side-scan sonar imagery
North American Journal of Fisheries Management
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- Data Release: USGS data release - Semi-automated and manual enumeration of bigheaded carps from recreational-grade side-scan sonar imagery, Perche Creek, MO, 2018
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Abstract
The use of hydroacoustic techniques is increasing as scientists search for less invasive ways to monitor fish populations, and using recreational side‐scan sonar (SSS) imagery for monitoring has become more common in aquatic resource management over the last 15 years due in part to its low cost and user‐friendly interface. The time‐consuming nature of manually counting fish targets has limited the use of the data that is collected by these systems in research or management contexts. To reduce the time and effort that is required to enumerate acoustic targets that are presumed to be fish, we developed a semiautomated process that rapidly quantifies targets from recreational SSS imagery by using an open‐source image processing software. Perceived fish targets were enumerated using a set of macroinstructions that performed similarly to manual enumeration by three experienced assessors. This method reduced variation that arises from individual assessors and eliminated the prohibitive time constraints that are associated with manual processing. Herein, we describe how our semiautomated process could be used in fisheries management contexts after further research and development of sampling methods. Future research will focus on field validation, quantifying relative abundance, testing across a broader range of environmental conditions, and exploring other applications for fisheries management.N
Suggested Citation
Lawson, K.M., Ridgway, J.L., Mueller, A.T., Faulkner, J., Calfee, R.D., 2020, Semiautomated process for enumeration of fishes from recreational-grade side-scan sonar imagery: North American Journal of Fisheries Management, v. 40, no. 1, p. 75-83, https://doi.org/10.1002/nafm.10373.
| Publication type | Article |
|---|---|
| Publication Subtype | Journal Article |
| Title | Semiautomated process for enumeration of fishes from recreational-grade side-scan sonar imagery |
| Series title | North American Journal of Fisheries Management |
| DOI | 10.1002/nafm.10373 |
| Volume | 40 |
| Issue | 1 |
| Publication Date | December 30, 2019 |
| Year Published | 2020 |
| Language | English |
| Publisher | Wiley |
| Contributing office(s) | Columbia Environmental Research Center |
| Description | 9 p. |
| First page | 75 |
| Last page | 83 |