Blooms also like it cold

KL Reinl, TD Harris, RL North, P Almela… - Limnology and …, 2023 - Wiley Online Library
Cyanobacterial blooms have substantial direct and indirect negative impacts on freshwater
ecosystems including releasing toxins, blocking light needed by other organisms, and …

Deep-learning-based automated tracking and counting of living plankton in natural aquatic environments

Z Chen, M Du, XD Yang, W Chen, YS Li… - Environmental …, 2023 - ACS Publications
Plankton are widely distributed in the aquatic environment and serve as an indicator of water
quality. Monitoring the spatiotemporal variation in plankton is an efficient approach to …

[HTML][HTML] Temporal characteristics of plankton indicators in coastal waters: High-frequency data from PlanktonScope

H Bi, J Song, J Zhao, H Liu, X Cheng, L Wang… - Journal of Sea …, 2022 - Elsevier
Plankton are excellent indicators of ecosystem status and fisheries because of their pivotal
role in marine food webs and their core values in the integrated ecosystem assessment …

Deep learning classification of lake zooplankton

SP Kyathanahally, T Hardeman, E Merz… - Frontiers in …, 2021 - frontiersin.org
Plankton are effective indicators of environmental change and ecosystem health in
freshwater habitats, but collection of plankton data using manual microscopic methods is …

[HTML][HTML] Computer vision and deep learning meet plankton: Milestones and future directions

M Ciranni, V Murino, F Odone, VP Pastore - Image and Vision Computing, 2024 - Elsevier
Planktonic organisms play a pivotal role within aquatic ecosystems, serving as the
foundation of the aquatic food chain while also playing a critical role in climate regulation …

Ensembles of data-efficient vision transformers as a new paradigm for automated classification in ecology

SP Kyathanahally, T Hardeman, M Reyes, E Merz… - Scientific Reports, 2022 - nature.com
Monitoring biodiversity is paramount to manage and protect natural resources. Collecting
images of organisms over large temporal or spatial scales is a promising practice to monitor …

Community structure of plankton in Whiteleg shrimp, Litopenaeus vannamei (Boone, 1931), pond ecosystem

ZNUR INAYAH, M MUSA, D ARFIATI… - Biodiversitas Journal of …, 2023 - smujo.id
Inayah ZN, Musa M, Arfiati D, Pratiwi RK. 2023. Community structure of plankton in Whiteleg
Shrimp, Litopenaeus vannamei (Boone, 1931), pond ecosystem. Biodiversitas 24: 4008 …

The impact of data resolution on dynamic causal inference in multiscale ecological networks

E Saberski, T Lorimer, D Carpenter, E Deyle… - Communications …, 2024 - nature.com
While it is commonly accepted that ecosystem dynamics are nonlinear, what is often not
acknowledged is that nonlinearity implies scale-dependence. With the increasing availability …

Tracking extensive portfolio of cyanotoxins in five-year lake survey and identifying indicator metabolites of cyanobacterial taxa

X Wang, S Wullschleger, M Jones… - Environmental …, 2024 - ACS Publications
Cyanobacterial blooms require monitoring, as they pose a threat to ecosystems and human
health, especially by the release of toxins. Along with widely reported microcystins …

Ensembles of vision transformers as a new paradigm for automated classification in ecology

S Kyathanahally, T Hardeman, M Reyes, E Merz… - arXiv preprint arXiv …, 2022 - arxiv.org
Monitoring biodiversity is paramount to manage and protect natural resources. Collecting
images of organisms over large temporal or spatial scales is a promising practice to monitor …