Microalgae identification: Future of image processing and digital ...
2023年2月1日 · The identification of microalgae species is an important tool in scientific research and commercial application to prevent harmful algae blooms (HABs) and recognizing potential microalgae strains for the bioaccumulation of valuable bioactive ingredients.
Trends in digital image processing of isolated microalgae by ...
2023年3月1日 · The microscope is an essential laboratory tool for the identification of microalgae species present in a natural sample. There are a few microscopy methods such as light microscopy (LM), scanning electron microscopy (SEM), transmission electron microscopy (TEM), and atomic force microscopy (AFM) that will be discussed and compared for the ...
Microscopic images of microalgae isolated from the different …
Bioprospecting of microalgae is one of the latest promising industries because of its high photosynthetic efficiency. Microalgae prospects are under limelight not only for its value added...
Deep learning-based classification of microalgae using light and ...
2023年9月1日 · In this study, we processed light microscopy (LM) and scanning electron microscopy (SEM) images of two Cyanobacteria species and three Chlorophyta species to classify them, utilizing state-of-the-art Convolutional Neural Network (CNN) models, including VGG16, MobileNet V2, Xception, NasnetMobile, and EfficientNetV2.
Examples of different algae under microscopic images
The identification of microalgae species is an important tool in scientific research and commercial application to prevent harmful algae blooms (HABs) and recognizing potential microalgae...
Introducing ARTiMiS: A Low-Cost Flow Imaging Microscope for …
2024年7月19日 · We introduce a platform for low-cost real-time imaging of microalgae and demonstrate its utility in real-time monitoring of laboratory- and full-scale industrial cultivation systems.
Frontiers | Vision meets algae: A novel way for microalgae ...
2023年3月29日 · Marine microalgae are widespread in the ocean and play a crucial role in the ecosystem. Automatic identification and location of marine microalgae in microscopy images would help establish marine ecological environment …
Machine learning for microalgae detection and utilization
The scheme allows computers to automatically learn the characteristics of different algae based on existing data and give classification results for new data. The data processed by machine learning algorithms are microalgae images obtained through microscopy, so no-marker and invasion-free data acquisition can be achieved.
[2211.07546] Vision meets algae: A novel way for microalgae ...
2022年11月14日 · Automatic identification and location of marine microalgae in microscopy images would help establish marine ecological environment monitoring and water quality evaluation system. We proposed a new dataset for the detection of marine microalgae and a range of detection methods, the dataset including images of different genus of algae and the ...
High-throughput separation of microalgae on a runway-shaped …
1 天前 · Microalgae serve as a valuable biological resource in many industrial applications. Thus, it is essential to obtain a high-efficiency separation technique for microalgae precisely. In this study, a runway-shaped microchannel with ordered semicircular micro-obstacles was introduced to conduct the separation of microalgae with different sizes. The runway-shaped microchannel combined the spiral ...