3rd International Zooplankton Production Symposium, Gijon, SPAIN, MAY 20-23, 2003Identifying and counting zooplankton are labour-intensive and time-consuming processes that are still performed manually. However, a new system, known as ZOOSCAN, has been designed for counting zooplankton net samples. We describe image-processing and the results of (semi)-automatic identification of taxa with various machine-learning methods. Each scan contains between 1500 and 2000 individuals <0.5 min. We used two training sets of about 1000 objects each divided into 8 (simplified) and 29 groups (detailed), respectively. The new discriminant vector forest algorithm, which is one of the most efficient methods, discriminates between the organisms in the detail...
Abstract Semi-automated classification of zooplankton allows increasing the number of processed sam...
Understanding how biological communities respond to environmental changes is a key challenge in ecol...
Zooplankton have been used as indicators of aquatic ecosystem health, but their identification using...
Identifying and counting zooplankton are labour-intensive and time-consuming processes that are stil...
ZooScan with ZooProcess and Plankton Identifier (PkID) software is an integrated analysis system for...
Based on the image processing system IMTRON 2000 and using morphometric parameters of the zooplankto...
ZooImage, image analysis software, was evaluated to determine its ability to differentiate between z...
In this paper we present the ZooCAM, a system designed to digitize and analyse on board large volume...
This paper presents two metazoan zooplankton datasets obtained by imaging samples collected on the B...
The rise of in situ plankton imaging systems, particularly high‐volume imagers such as the In Situ I...
International audienceThe present work aims to show that high throughput imaging systems can be usef...
The rise of in situ plankton imaging systems, particularly high-volume imagers such as the In Situ I...
<p>(a) One picture among five similar ones. (b) A close-up view (dashed rectangle) reveals a few Cla...
International audienceImaging systems were developed to explore the fine scale distributions of plan...
Many zooplankton surveys underestimate species richness owing to difficulties in detecting rare spec...
Abstract Semi-automated classification of zooplankton allows increasing the number of processed sam...
Understanding how biological communities respond to environmental changes is a key challenge in ecol...
Zooplankton have been used as indicators of aquatic ecosystem health, but their identification using...
Identifying and counting zooplankton are labour-intensive and time-consuming processes that are stil...
ZooScan with ZooProcess and Plankton Identifier (PkID) software is an integrated analysis system for...
Based on the image processing system IMTRON 2000 and using morphometric parameters of the zooplankto...
ZooImage, image analysis software, was evaluated to determine its ability to differentiate between z...
In this paper we present the ZooCAM, a system designed to digitize and analyse on board large volume...
This paper presents two metazoan zooplankton datasets obtained by imaging samples collected on the B...
The rise of in situ plankton imaging systems, particularly high‐volume imagers such as the In Situ I...
International audienceThe present work aims to show that high throughput imaging systems can be usef...
The rise of in situ plankton imaging systems, particularly high-volume imagers such as the In Situ I...
<p>(a) One picture among five similar ones. (b) A close-up view (dashed rectangle) reveals a few Cla...
International audienceImaging systems were developed to explore the fine scale distributions of plan...
Many zooplankton surveys underestimate species richness owing to difficulties in detecting rare spec...
Abstract Semi-automated classification of zooplankton allows increasing the number of processed sam...
Understanding how biological communities respond to environmental changes is a key challenge in ecol...
Zooplankton have been used as indicators of aquatic ecosystem health, but their identification using...