Marine Microalgae Detection in Microscopy Images: A New Dataset

11/14/2022
by   Shizheng Zhou, et al.
0

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 monitoring and water quality evaluation system. A new dataset for marine microalgae detection is proposed in this paper. Six classes of microalgae commonlyfound in the ocean (Bacillariophyta, Chlorella pyrenoidosa, Platymonas, Dunaliella salina, Chrysophyta, Symbiodiniaceae) are microscopically imaged in real-time. Images of Symbiodiniaceae in three physiological states known as normal, bleaching, and translating are also included. We annotated these images with bounding boxes using Labelme software and split them into the training and testing sets. The total number of images in the dataset is 937 and all the objects in these images were annotated. The total number of annotated objects is 4201. The training set contains 537 images and the testing set contains 430 images. Baselines of different object detection algorithms are trained, validated and tested on this dataset. This data set can be got accessed via tianchi.aliyun.com/competition/entrance/532036/information.

READ FULL TEXT

page 3

page 5

page 8

research
08/06/2020

IIIT-AR-13K: A New Dataset for Graphical Object Detection in Documents

We introduce a new dataset for graphical object detection in business do...
research
04/18/2018

Falling Things: A Synthetic Dataset for 3D Object Detection and Pose Estimation

We present a new dataset, called Falling Things (FAT), for advancing the...
research
03/06/2022

Detection of Parasitic Eggs from Microscopy Images and the emergence of a new dataset

Automatic detection of parasitic eggs in microscopy images has the poten...
research
04/07/2023

V3Det: Vast Vocabulary Visual Detection Dataset

Recent advances in detecting arbitrary objects in the real world are tra...
research
03/15/2022

MOBDrone: a Drone Video Dataset for Man OverBoard Rescue

Modern Unmanned Aerial Vehicles (UAV) equipped with cameras can play an ...
research
07/28/2023

Automated Visual Monitoring of Nocturnal Insects with Light-based Camera Traps

Automatic camera-assisted monitoring of insects for abundance estimation...
research
05/07/2023

PhysBench: A Benchmark Framework for Remote Physiological Sensing with New Dataset and Baseline

In recent years, due to the widespread use of internet videos, physiolog...

Please sign up or login with your details

Forgot password? Click here to reset