SnakeCLEF 2021

Name: SnakeCLEF 2021
License: http://opensource.org/licenses/BSD-3-Clause

Picek, Lukáš; Bolon, Isabelle; Durso, Andrew M.; Castañeda, Rafael Ruiz de

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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Description: Training data - images
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- ... too many files ...0 B

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

Name: train_metadata.csv
Size: 73.24 MB
Format: Unknown
Description: CSV file with Metadata.
MD5: f981dd4289cac2ea05f472b584668beb

Download file

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

Name: species_to_country_mapping.csv
Size: 1.48 MB
Format: Unknown
Description: Species to Country Map File
MD5: 7f45509480abef9df3f69e6685dc24ed

Download file

Name: ViT_PreProcessing-ops11-preprocessing-int-dynam_graph.onnx
Size: 1.13 GB
Format: Unknown
Description: model weights
MD5: 838ae0f8ed19ffeee89aba5fa8b50956

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