Intelligent fish farm—the future of aquaculture

C Wang, Z Li, T Wang, X Xu, X Zhang, D Li - Aquaculture International, 2021 - Springer
With the continuous expansion of aquaculture scale and density, contemporary aquaculture
methods have been forced to overproduce resulting in the accelerated imbalance rate of …

Nonintrusive methods for biomass estimation in aquaculture with emphasis on fish: a review

D Li, Y Hao, Y Duan - Reviews in Aquaculture, 2020 - Wiley Online Library
Fish biomass estimation is one of the most common and important practices in aquaculture.
The regular acquisition of fish biomass information has been identified as an urgent need for …

Automatic counting methods in aquaculture: A review

D Li, Z Miao, F Peng, L Wang, Y Hao… - Journal of the World …, 2021 - Wiley Online Library
Object counting in aquaculture is an important task, and has been widely applied in fish
population estimation, estimation of lobster abundance and scallop stocks, and so forth …

Recent advances of target tracking applications in aquaculture with emphasis on fish

Y Mei, B Sun, D Li, H Yu, H Qin, H Liu, N Yan… - … and Electronics in …, 2022 - Elsevier
In aquaculture, Behavioral monitoring of fish contributes to scientific management and
reduces the threat of loss from disease and stress. Fish tracking technology plays an …

A review of aquaculture: From single modality analysis to multimodality fusion

W Li, Z Du, X Xu, Z Bai, J Han, M Cui, D Li - Computers and Electronics in …, 2024 - Elsevier
Efficient management and accurate monitoring are crucial for the sustainable development
of the aquaculture industry. Traditionally, monitoring methods have relied on single-modality …

Monitoring fish using imaging sonar: Capacity, challenges and future perspective

Y Wei, Y Duan, D An - Fish and Fisheries, 2022 - Wiley Online Library
The demand for fish products, which provide crucial protein for humans, is rising as the
global population grows. In contrast, fish stock is declining due to human activity …

A method for counting fish based on improved YOLOv8

Z Zhang, J Li, C Su, Z Wang, Y Li, D Li, Y Chen… - Aquacultural …, 2024 - Elsevier
In industrial aquaculture, accurately counting fish in real-time is crucial for optimizing feeding
strategies, preventing disease, and managing water quality. Current methods utilizing …

Automatic fish counting method using image density grading and local regression

L Zhang, W Li, C Liu, X Zhou, Q Duan - Computers and Electronics in …, 2020 - Elsevier
Fish counting is a fundamental operation for biomass estimation in aquaculture. It is also
vital for achieving reasonable feeding and improving breeding efficiency. Existing fish …

Recent advances in acoustic technology for aquaculture: A review

D Li, Z Du, Q Wang, J Wang, L Du - Reviews in Aquaculture, 2024 - Wiley Online Library
Acoustic technology has great application prospects in aquaculture. In particular, two
indispensable, critical technologies for the future aquaculture industry are multi‐sensor …

Deep learning with self-supervision and uncertainty regularization to count fish in underwater images

P Tarling, M Cantor, A Clapés, S Escalera - Plos one, 2022 - journals.plos.org
Effective conservation actions require effective population monitoring. However, accurately
counting animals in the wild to inform conservation decision-making is difficult. Monitoring …