Published September 25, 2021 | Version v1

SinfNet Microorganism Image Datasets and Weights

Description

This is a collection of datasets and neural network weights to detect or classify microorganisms from microscope images. Provided here are all the datasets and weights. Refer to this GitHub repository to see how these datasets and weights were generated, and how to use them.

Protists - 17 genuses:

Colsterium - Cylindrocystis - Lepocinclis - Micrasterias - Paramecium - Peridinium - Pinnularia - Pleurotaenium - Pyrocystis - Volvox - Ceratium - Coleps - Collodictyon - Didinium - Dinobryon - Frontonia - Phacus

Amoebas:

Just detection of generic cells and differentiates between the active and inactive stages of their life cycle.

Nematodes:

Either classifies nematodes according to trophic level (CNN), or detects generic nematodes (Object Detection), or detects nematodes pixel wise (Semantic Segmentation) for biomass estimation

Files

Files (3.9 GB)

Name Size
md5:e5738c88b2f818473b771c584cde9f99
247.0 MB Download
md5:67a3056fbcc4d3e9391bfe06448e5b16
273.2 MB Download
md5:0f41428d3a78813a3835c50519010099
36 Bytes Download
md5:276e588c9aa40551bf8e7437c249b03b
22 Bytes Download
md5:d9dbbda1e1b48d3ca11d26a4d681d104
247.0 MB Download
md5:a96dcd505a5b14c43bcf6cb626fe5f1e
1.0 GB Download
md5:ff7df7932f5fd386a851497c0500fb0e
72.6 MB Download
md5:4af4f856ff961846684add81bb268232
26 Bytes Download
md5:f37e2590965d9f8ee1997d96aa7e2602
247.0 MB Download
md5:3ebf231d0fa193e6ca8e0ee796af0420
324.7 MB Download
md5:8efdff268cba655a4ccabc98ef08f2fc
45.9 MB Download
md5:6b0fbee21899be52098364feca4feb6c
103.7 MB Download
md5:ecc6bd4be6350c88b9e0f40f09b383eb
231 Bytes Download
md5:c1603c89122e0803f8f374b83e5f3294
1.0 GB Download
md5:8a0514c4a5a898e343e7857e4e0cd0bc
247.3 MB Download
md5:eace21f1948cb5ab91a1be3ebbf7b051
7.9 MB Download

Additional details

Software

Repository URL
https://github.com/sarisabban/SinfNet
Programming language
Python
Development Status
Inactive