cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/n22-q01-cef
title: Indalia pygmaeola (Doubleday, 1847)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/p5q-ckj-1j5
title: Cucullia umbratica (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/5ee-p9j-yv6
title: Oligia Hübner, 1821

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/vsf-qry-g5b
title: Oligia Hübner, 1821

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.15468/dl.tjuhew
title: Occurrence Download

description: A dataset containing 369 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "Geometry POLYGON((-0.40817 50.9354,-0.32575 50.9354,-0.32575 50.99908,-0.40817 50.99908,-0.40817 50.9354))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Streptopelia turtur",
 "Year 1975-2025"
 ]
}

 The dataset includes 369 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028850-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/2h2-jm6-1vf
title: Globia sparganii Esper

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mdm-ppy-x9d
title: Polyommatus Latreille, 1804

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/q0g-2ka-xlc
title: Enargia paleacea (Esper, 1788)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/6zl-nsj-n94
title: Catoptria maculalis Zetterstedt, 1840

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/j3w-1cp-zdq
title: Scoparia cembrella Linnaeus, 1761

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/435-t0y-x3v
title: Oeneis jutta Hübner, 1806

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/x4p-0px-c4r
title: Oeneis jutta Hübner, 1806

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/hvp-qka-rjs
title: Cucullia gnaphalii (Hübner, 1813)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/37h-g9v-j32
title: Globia sparganii Esper

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/w9z-sfl-r8x
title: Lithophane (Lithophane) lamda Fabricius, 1787

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9qw-7q8-dxj
title: Oligia Hübner, 1821

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/tr1-29a-pvy
title: Lithophane (Lithophane) lamda Fabricius, 1787

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/d3b-wl2-8vj
title: Catoptria maculalis Zetterstedt, 1840

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/fya-c3f-e3g
title: Episcythrastis Meyrick, 1937

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/zjr-hc7-ng0
title: Indalia pygmaeola (Doubleday, 1847)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/sel-zmb-93s
title: Falcaria lacertinaria (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xzg-6m6-ftl
title: Cucullia gnaphalii (Hübner, 1813)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/rr0-gkr-8nx
title: Acronicta (Acronicta) leporina (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/cbx-j6b-5gs
title: Boloria Moore, 1900

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.5281/zenodo.17817342
title: Data release of Paying Attention to Other Animal Detections Improves Camera Trap Classification Models

description: Data release of: Paying Attention to Other Animal Detections Improves Camera Trap Classification Models

 

Preprint is available on bioRxiv : https://www.biorxiv.org/content/10.1101/2025.07.15.664849

 

Code is available on GitHub : https://github.com/gdussert/MCA_Classifier

 

This repository contains:

 

* models:

   * crop_classifier.pt

   * mca_classifier.pt

* data:

   * serengeti_train: training set of Snapshot Serengeti

   * serengeti_test: test set of Snapshot Serengeti

   * serengeti_toy: toy dataset to quickly test all the scripts, it contains only the pictures of Snapshot Serengeti camera trap location C12

   * safari2024: whole Snapshot Safari 2024 Expansion dataset

   * crop_images.zip: crop images of Snapshot Serengeti camera trap location C12

   * speciesnet.zip: SpeciesNet predictions for all images, as well as the script used to compute the accuracy reported in the manuscript. 

 

Please cite our paper for the models: 

 

@misc{dussert2025attention,    author = {Dussert, Gaspard and Dray, Stéphane and Chamaillé-Jammes, Simon and Miele, Vincent},    title = {Paying Attention to Other Animal Detections Improves Camera Trap Classification Models},    year = {2025},    doi = {10.1101/2025.07.15.664849},    publisher = {bioRxiv},    type = {preprint},}

 

Please cite this paper for the Serengeti dataset: 

 

@article{swanson2015snapshot,  title={Snapshot Serengeti, high-frequency annotated camera trap images of 40 mammalian species in an African savanna},  author={Swanson, Alexandra and Kosmala, Margaret and Lintott, Chris and Simpson, Robert and Smith, Arfon and Packer, Craig},  journal={Scientific data},  volume={2},  number={1},  pages={1--14},  year={2015},  publisher={Nature Publishing Group}}
DOI: 10.25549/pcra-c14-67438
title: Redemption tidings, vol. 48, nos. 1-52, 6 Jan. - 28 Dec. 1972

description: [description english/roman)] Issued weekly.
DOI: 10.15468/dl.ew3u43
title: Occurrence Download

description: A dataset containing 150256 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cymbalaria muralis G.Gaertn., B.Mey. & Scherb.",
 "HasCoordinate is true"
 ]
}

 The dataset includes 150256 records from 607 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0099979-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qa583h
title: Occurrence Download

description: A dataset containing 1063 species occurrences available in GBIF matching the query:
{
 "and" : [
 "VerbatimScientificName is Halcyon senegaloides",
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Year 2011-2021",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen, Material citation, Material sample)"
 ]
 }
 }
 ]
}

 The dataset includes 1063 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073029-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-67430
title: Redemption tidings, vol. 48, nos. 1-52, 6 Jan. - 28 Dec. 1972

description: [description english/roman)] Issued weekly.
DOI: 10.15468/dl.dygeqg
title: Occurrence Download

description: A dataset containing 1596 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "Geometry POLYGON((131.2 -17.3,131.2 -17.8,131.7 -17.8,131.7 -17.3,131.2 -17.3))"
 ]
}

 The dataset includes 1596 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003016-150504100648427/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u93hn7
title: Occurrence Download

description: A dataset containing 52 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Microfragum subfestivum (J.Vidal & Kirkendale, 2007)"
 ]
}

 The dataset includes 52 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0107313-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dkyvke
title: Occurrence Download

description: A dataset containing 90 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Chile",
 "Geometry POLYGON((-74.16974 -18.07459,-78.09359 -57.32475,-63.55213 -56.18232,-66.66861 -17.07679,-74.16974 -17.07679,-74.16974 -18.07459))",
 "HasGeospatialIssue is false",
 "TaxonKey is Cycethra verrucosa (Philippi, 1857)"
 ]
}

 The dataset includes 90 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0125848-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-67424
title: Redemption tidings, vol. 48, nos. 1-52, 6 Jan. - 28 Dec. 1972

description: [description english/roman)] Issued weekly.
DOI: 10.15468/dl.qf4kee
title: Occurrence Download

description: A dataset containing 44 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Stenella longirostris longirostris",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 44 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034577-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-67469
title: Redemption tidings, vol. 48, nos. 1-52, 6 Jan. - 28 Dec. 1972

description: [description english/roman)] Issued weekly.
DOI: 10.15468/dl.vft3n7
title: Occurrence Download

description: A dataset containing 628 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Terebra funiculata Hinds, 1844"
 ]
}

 The dataset includes 628 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0099996-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j5csgv
title: Occurrence Download

description: A dataset containing 1462 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Polemonium micranthum Benth."
 ]
}

 The dataset includes 1462 records from 106 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0089730-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-67713
title: Redemption tidings, vol. 48, nos. 1-52, 6 Jan. - 28 Dec. 1972

description: [description english/roman)] Issued weekly.
DOI: 10.15468/dl.5vy2ej
title: Occurrence Download

description: A dataset containing 67 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Larix griffithii var. griffithii"
 ]
}

 The dataset includes 67 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068421-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.crrhfp
title: Occurrence Download

description: A dataset containing 267 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is IND",
 "OccurrenceStatus is Present",
 "TaxonKey is Eichhornia crassipes (Mart.) Solms"
 ]
}

 The dataset includes 267 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0107325-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f7khbf
title: Occurrence Download

description: A dataset containing 59 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Agave palustris (Rose) Thiede & Eggli"
 ]
}

 The dataset includes 59 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0089741-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-71083
title: Redemption tidings, vol. 50, nos. 1-52, 3 Jan. - 26 Dec. 1974

description: [description english/roman)] Issued weekly.
DOI: 10.25549/pcra-c14-71049
title: Redemption tidings, vol. 50, nos. 1-52, 3 Jan. - 26 Dec. 1974

description: [description english/roman)] Issued weekly.
DOI: 10.15468/dl.6m94kw
title: Occurrence Download

description: A dataset containing 20140 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hymenops perspicillatus (Gmelin, 1789)"
 ]
}

 The dataset includes 20140 records from 62 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055661-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w3vbjn
title: Occurrence Download

description: A dataset containing 153 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mimachlamys funebris (Reeve, 1853)"
 ]
}

 The dataset includes 153 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0107329-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xwcak7
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Veronica ×uniflora Kirk"
 ]
}

 The dataset includes 6 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030024-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-71069
title: Redemption tidings, vol. 50, nos. 1-52, 3 Jan. - 26 Dec. 1974

description: [description english/roman)] Issued weekly.
DOI: 10.15468/dl.8gt5q8
title: Occurrence Download

description: A dataset containing 322 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mirapecten mirificus (Reeve, 1853)"
 ]
}

 The dataset includes 322 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0107345-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5t85xe
title: Occurrence Download

description: A dataset containing 35 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Serjania lamprophylla Radlk."
 ]
}

 The dataset includes 35 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0125858-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.72crjq
title: Occurrence Download

description: A dataset containing 443 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Porthidium yucatanicum (Smith, 1941)"
 ]
}

 The dataset includes 443 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025444-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-70846
title: Redemption tidings, vol. 50, nos. 1-52, 3 Jan. - 26 Dec. 1974

description: [description english/roman)] Issued weekly.
DOI: 10.25549/pcra-c14-70838
title: Redemption tidings, vol. 50, nos. 1-52, 3 Jan. - 26 Dec. 1974

description: [description english/roman)] Issued weekly.
DOI: 10.15468/dl.vnuhnq
title: Occurrence Download

description: A dataset containing 402 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mirapecten rastellum (Lamarck, 1819)"
 ]
}

 The dataset includes 402 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0107346-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7th94r
title: Occurrence Download

description: A dataset containing 1324378 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1324378 records from 264 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055666-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nrpcp4
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Stenocercus praeornatus Fritts, 1972)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 9 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042634-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-70956
title: Redemption tidings, vol. 50, nos. 1-52, 3 Jan. - 26 Dec. 1974

description: [description english/roman)] Issued weekly.
DOI: 10.15468/dl.bymabs
title: Occurrence Download

description: A dataset containing 920 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Crenadactylus ocellatus (Gray, 1845))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 920 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042593-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dfxvhm
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bidens zavattarii Cufod."
 ]
}

 The dataset includes 8 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0107351-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-70936
title: Redemption tidings, vol. 50, nos. 1-52, 3 Jan. - 26 Dec. 1974

description: [description english/roman)] Issued weekly.
DOI: 10.15468/dl.nv4fhg
title: Occurrence Download

description: A dataset containing 395 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Larix griffithii Hook.f."
 ]
}

 The dataset includes 395 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068420-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3ngyy9
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Dierogekko baaba Skipwith, Jackman, Whitaker, Bauer & Sadlier, 2014)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042622-230224095556074/datasets/export for details.
DOI: 10.25549/pcra-c14-70847
title: Redemption tidings, vol. 50, nos. 1-52, 3 Jan. - 26 Dec. 1974

description: [description english/roman)] Issued weekly.
DOI: 10.15468/dl.azgh9j
title: Occurrence Download

description: A dataset containing 539 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cyclommatus canaliculatus Ritsema, 1891"
 ]
}

 The dataset includes 539 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0128417-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.esrph6
title: Occurrence Download

description: A dataset containing 8112 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Culex coronator Dyar & Knab, 1906"
 ]
}

 The dataset includes 8112 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073546-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-70889
title: Redemption tidings, vol. 50, nos. 1-52, 3 Jan. - 26 Dec. 1974

description: [description english/roman)] Issued weekly.
DOI: 10.15468/dl.7w6bm5
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Lerista haroldi Storr, 1983)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 7 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042653-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.