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Updated: May 15, 2026

Computer Vision-Based Biomass Estimation for Invasive Plants
Published on: February 9, 2024
Multidimensional approach to invasive species prevention.
Elizabeta Briski1, Lisa E Allinger, Mary Balcer
1Great Lakes Laboratory for Fisheries and Aquatic Sciences, Fisheries and Oceans Canada, 867 Lakeshore Road, Box 5050, Burlington, Ontario, L7R 4A6. elizabeta.briski@dfo-mpo.gc.ca
Combining ballast water exchange (BWE) with ballast water treatment (BWT) offers superior protection against aquatic invasive species compared to BWT alone. This combined strategy significantly reduces organism transport in ship ballast water, safeguarding freshwater ports.
Area of Science:
- Marine biology
- Environmental science
- Ecology
Background:
- Nonindigenous species (NIS) spread globally, facilitated by commercial shipping, leading to biotic homogenization and extinctions.
- Ballast water exchange (BWE) regulations mitigate NIS spread in freshwater ports but offer moderate protection for marine environments.
- Emerging ballast water treatment (BWT) systems face reliability concerns in freshwater or turbid conditions, prompting exploration of combined strategies.
Purpose of the Study:
- To compare the biological efficacy of "BWE plus BWT" against "BWT alone" for reducing aquatic NIS transport.
- To evaluate the combined approach's effectiveness in protecting freshwater ports from biological invasions.
Main Methods:
- Experimental testing at a ballast water treatment facility.
- Comparative analysis of "BWE plus BWT" versus "BWT alone" efficacy.
- Assessment of organism group abundance reduction.
Main Results:
- BWT alone significantly reduced most tested organism groups.
- The "BWE plus BWT" strategy significantly reduced all tested organism groups.
- Combined "BWE plus BWT" resulted in significantly lower abundances of most groups compared to BWT alone.
Conclusions:
- Combining BWE with BWT enhances the reduction of aquatic organisms in ballast water.
- This integrated approach offers greater protection against freshwater NIS invasion.
- The findings support the combined strategy for policy makers and environmental managers to reduce invasion risks.
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