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dc.contributor.author Picek, Lukáš
dc.contributor.author Bolon, Isabelle
dc.contributor.author Durso, Andrew M.
dc.contributor.author Castañeda, Rafael Ruiz de
dc.date.accessioned 2022-06-21T12:11:15Z
dc.date.available 2022-06-21T12:11:15Z
dc.date.issued 2021-01-01
dc.identifier.uri http://hdl.handle.net/20.500.12800/1-4773
dc.description The dataset with 409,679 images belonging to 772 snake species from 188 countries and all continents (386,006 images with labels targeted for development and 23,673 images without labels for testing). In addition, we provide a simple train/val (90% / 10%) split to validate preliminary results while ensuring the same species distributions. Furthermore, we prepared a compact subset (70,208 images) for fast prototyping. The test set data consists of 23,673 images submitted to the iNaturalist platform within the "first four months of 2021. All data were gathered from online biodiversity platforms (i.e., iNaturalist, HerpMapper) and further extended by data scraped from Flickr. The provided dataset has a heavy long-tailed class distribution, where the most frequent species (Thamnophis sirtalis) is represented by 22,163 images and the least frequent by just 10 (Achalinus formosanus).
dc.language.iso zxx
dc.publisher CEUR Workshop Proceedings (CEUR-WS.org)
dc.relation.isreferencedby https://dspace5.zcu.cz/bitstream/11025/47274/1/paper-125.pdf
dc.rights BSD 3-Clause "New" or "Revised" license
dc.rights.uri http://opensource.org/licenses/BSD-3-Clause
dc.subject LifeCLEF
dc.subject SnakeCLEF
dc.subject global health
dc.subject epidemiology
dc.subject snake bite
dc.subject snake
dc.subject reptile
dc.subject benchmark
dc.subject biodiversity
dc.subject machine learning
dc.subject computer vision
dc.subject Classification
dc.title SnakeCLEF 2021
dc.type corpus
dc.rights.label PUB
has.files yes
branding LINDAT / CLARIAH-CZ
contact.person Lukáš Picek lukaspicek@gmail.com University of West Bohemia, Department of Cybernetics
sponsor Ministerstvo školství, mládeže a tělovýchovy České republiky LM2018101 LINDAT/CLARIAH-CZ: Digitální výzkumná infrastruktura pro jazykové technologie, umění a humanitní vědy nationalFunds
sponsor SGS-2019-02 University of West Bohemia Studentská Grantová Soutež Other
sponsor Universitaires de Genève QS04-20 Fondation privée des Hôpitaux Universitaires de Genève nationalFunds
files.size 65399927448
files.count 6
edm.type IMAGE
dataProvider iNaturalist, HerpMapper, Flickr


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    • ... too many files ...0 B
Icon
Name
min-train_metadata.csv
Size
13.1 MB
Format
Unknown
Description
CSV file with metadata. Max 300 images per class.
MD5
52ec43c8595a3835da6aa16364aff75e
 Download file
Icon
Name
train_metadata.csv
Size
73.24 MB
Format
Unknown
Description
CSV file with Metadata.
MD5
f981dd4289cac2ea05f472b584668beb
 Download file
Icon
Name
BaseLine-EfficientNet-B0-224.ipynb
Size
29.32 KB
Format
Unknown
Description
BaseLine - Training Script with EfficientNet B0 an PyTorch
MD5
1fff5bc5ef4c896d6b0ab12cb2c9a37f
 Download file
Icon
Name
species_to_country_mapping.csv
Size
1.48 MB
Format
Unknown
Description
Species to Country Map File
MD5
7f45509480abef9df3f69e6685dc24ed
 Download file
Icon
Name
ViT_PreProcessing-ops11-preprocessing-int-dynam_graph.onnx
Size
1.13 GB
Format
Unknown
Description
model weights
MD5
838ae0f8ed19ffeee89aba5fa8b50956
 Download file

Show simple item record