cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18098133
title: [Places365] Data for "Exploring specialization and sensitivity of convolutional neural networks in the context of simultaneous image augmentations"

description: This repository contains data collected under the following study:P.Kharyuk, S.Matveev, I.Oseledets. Exploring specialization and sensitivity of convolutional neural networks in the context of simultaneous image augmentations, arXiv:2503.03283.

Corresponding source code repository: https://github.com/kharyuk/activation_sa

ILSVRC-based part: 10.5281/zenodo.18097911

 

0_models.7z: copy of the CNN models used in the research (reference: http://places2.csail.mit.edu)

1_sensitivity_values.7z: sensitivity values (Sobol indices, Shapley values) computed for the first experimental series. In addition, logs and npz-files containing the sampled parameters were packed. To be used within the jupyter notebooks, all .hdf5 files should be placed into the 'results' directory of the source code repository.

2_guided_masking_predictions.7z: these files include the top-5 class predictions and corresponding classifying layer's outputs computed for the second experimental series. Every .hdf5 file should be placed into the 'results' directory of the source code repository. Logs and pkl files with sampling parameters are also included in the archive.

 

The unpacking procedure for archives 1-2 is automated by the bash script located in tools/unpack_results.sh of the GitHub repository.
DOI: 10.5281/zenodo.18098132
title: [Places365] Data for "Exploring specialization and sensitivity of convolutional neural networks in the context of simultaneous image augmentations"

description: This repository contains data collected under the following study:P.Kharyuk, S.Matveev, I.Oseledets. Exploring specialization and sensitivity of convolutional neural networks in the context of simultaneous image augmentations, arXiv:2503.03283.

Corresponding source code repository: https://github.com/kharyuk/activation_sa

ILSVRC-based part: 10.5281/zenodo.18097911

 

0_models.7z: copy of the CNN models used in the research (reference: http://places2.csail.mit.edu)

1_sensitivity_values.7z: sensitivity values (Sobol indices, Shapley values) computed for the first experimental series. In addition, logs and npz-files containing the sampled parameters were packed. To be used within the jupyter notebooks, all .hdf5 files should be placed into the 'results' directory of the source code repository.

2_guided_masking_predictions.7z: these files include the top-5 class predictions and corresponding classifying layer's outputs computed for the second experimental series. Every .hdf5 file should be placed into the 'results' directory of the source code repository. Logs and pkl files with sampling parameters are also included in the archive.

 

The unpacking procedure for archives 1-2 is automated by the bash script located in tools/unpack_results.sh of the GitHub repository.
DOI: 10.15468/dl.h9z7t4
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Quercus handeliana"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071586-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wk87kw
title: Occurrence Download

description: A dataset containing 59 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Sturnus philippensis)",
 "Country is one of (Philippines, Korea, Republic of, Japan, China, Chinese Taipei, Thailand, Viet Nam, Cambodia, Lao People’s Democratic Republic, Mongolia, Myanmar)",
 "Month is one of (May, June, July)",
 "Year is greater than or equal to 2004",
 "Year is less than or equal to 2024",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Human Observation, Observation)"
 ]
}

 The dataset includes 59 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071587-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60712/si-id409414.2
title: StrainInfo SI-ID 409414.2

description: StrainInfo dataset 409414 about a strain of Brachybacterium muris. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id409415.2
title: StrainInfo SI-ID 409415.2

description: StrainInfo dataset 409415 about a strain of Bifidobacterium. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id409416.2
title: StrainInfo SI-ID 409416.2

description: StrainInfo dataset 409416 about a strain of Microbacterium arborescens. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id409417.2
title: StrainInfo SI-ID 409417.2

description: StrainInfo dataset 409417 about a strain of Candida albicans. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id409418.2
title: StrainInfo SI-ID 409418.2

description: StrainInfo dataset 409418 about a strain of Escherichia coli. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id409419.3
title: StrainInfo SI-ID 409419.3

description: StrainInfo dataset 409419 about a strain of Achromobacter veterisilvae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id409420.2
title: StrainInfo SI-ID 409420.2

description: StrainInfo dataset 409420 about a strain of Rhodococcus erythropolis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id409421.2
title: StrainInfo SI-ID 409421.2

description: StrainInfo dataset 409421 about a strain of Corynebacterium pyruviciproducens. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id409423.2
title: StrainInfo SI-ID 409423.2

description: StrainInfo dataset 409423 about a strain of Christensenella hongkongensis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id409424.2
title: StrainInfo SI-ID 409424.2

description: StrainInfo dataset 409424 about a strain of Bifidobacterium longum. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id409426.2
title: StrainInfo SI-ID 409426.2

description: StrainInfo dataset 409426 about a strain of Alternaria alternata. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id409427.2
title: StrainInfo SI-ID 409427.2

description: StrainInfo dataset 409427 about a strain of Staphylococcus cohnii. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id409428.2
title: StrainInfo SI-ID 409428.2

description: StrainInfo dataset 409428 about a strain of Actinomyces timonensis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id409429.2
title: StrainInfo SI-ID 409429.2

description: StrainInfo dataset 409429 about a strain of Psychrobacter piechaudii. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id409430.2
title: StrainInfo SI-ID 409430.2

description: StrainInfo dataset 409430 about a strain of a not identified species. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id409431.2
title: StrainInfo SI-ID 409431.2

description: StrainInfo dataset 409431 about a strain of a not identified species. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id409432.2
title: StrainInfo SI-ID 409432.2

description: StrainInfo dataset 409432 about a strain of Acinetobacter johnsonii. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id409433.3
title: StrainInfo SI-ID 409433.3

description: StrainInfo dataset 409433 about a strain of Enterococcus crotali. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id409434.2
title: StrainInfo SI-ID 409434.2

description: StrainInfo dataset 409434 about a strain of Pseudomonas iridis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id409435.2
title: StrainInfo SI-ID 409435.2

description: StrainInfo dataset 409435 about a strain of a not identified species. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id409436.2
title: StrainInfo SI-ID 409436.2

description: StrainInfo dataset 409436 about a strain of Ralstonia mannitolilytica. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id409437.2
title: StrainInfo SI-ID 409437.2

description: StrainInfo dataset 409437 about a strain of Lactococcus lactis subsp. lactis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id409438.2
title: StrainInfo SI-ID 409438.2

description: StrainInfo dataset 409438 about a strain of Chryseobacterium taklimakanense. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id409439.2
title: StrainInfo SI-ID 409439.2

description: StrainInfo dataset 409439 about a strain of Deinococcus. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id409440.2
title: StrainInfo SI-ID 409440.2

description: StrainInfo dataset 409440 about a strain of Klebsiella pneumoniae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id409441.2
title: StrainInfo SI-ID 409441.2

description: StrainInfo dataset 409441 about a strain of Moraxella lacunata. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id409442.3
title: StrainInfo SI-ID 409442.3

description: StrainInfo dataset 409442 about a strain of Algibacter undariae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id409443.2
title: StrainInfo SI-ID 409443.2

description: StrainInfo dataset 409443 about a strain of Streptococcus infantis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id409444.2
title: StrainInfo SI-ID 409444.2

description: StrainInfo dataset 409444 about a strain of Actinomyces naeslundii. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id409445.2
title: StrainInfo SI-ID 409445.2

description: StrainInfo dataset 409445 about a strain of Collinsella aerofaciens. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id409446.2
title: StrainInfo SI-ID 409446.2

description: StrainInfo dataset 409446 about a strain of Klebsiella terrigena. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id409448.2
title: StrainInfo SI-ID 409448.2

description: StrainInfo dataset 409448 about a strain of Enterococcus casseliflavus. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id409449.2
title: StrainInfo SI-ID 409449.2

description: StrainInfo dataset 409449 about a strain of Mixta calida. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id409450.2
title: StrainInfo SI-ID 409450.2

description: StrainInfo dataset 409450 about a strain of Actinomyces graevenitzii. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id409451.2
title: StrainInfo SI-ID 409451.2

description: StrainInfo dataset 409451 about a strain of Stenotrophomonas. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id409452.2
title: StrainInfo SI-ID 409452.2

description: StrainInfo dataset 409452 about a strain of Haemophilus parainfluenzae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id409453.2
title: StrainInfo SI-ID 409453.2

description: StrainInfo dataset 409453 about a strain of Varibaculum anthropi. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id409454.3
title: StrainInfo SI-ID 409454.3

description: StrainInfo dataset 409454 about a strain of Paratractidigestivibacter faecalis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id409455.2
title: StrainInfo SI-ID 409455.2

description: StrainInfo dataset 409455 about a strain of Paenibacillus aquistagni. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.15468/dl.kwvt6y
title: Occurrence Download

description: A dataset containing 14406 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Acacia ulicifolia (Salisb.) Court"
 ]
}

 The dataset includes 14406 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005083-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60712/si-id409456.2
title: StrainInfo SI-ID 409456.2

description: StrainInfo dataset 409456 about a strain of Curtobacterium citreum. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id409457.2
title: StrainInfo SI-ID 409457.2

description: StrainInfo dataset 409457 about a strain of Peptostreptococcus canis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id409458.3
title: StrainInfo SI-ID 409458.3

description: StrainInfo dataset 409458 about a strain of Pygmaiobacter massiliensis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id409459.2
title: StrainInfo SI-ID 409459.2

description: StrainInfo dataset 409459 about a strain of Corynebacterium afermentans. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id409460.2
title: StrainInfo SI-ID 409460.2

description: StrainInfo dataset 409460 about a strain of Candidatus Peptoniphilus massiliensis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id409461.2
title: StrainInfo SI-ID 409461.2

description: StrainInfo dataset 409461 about a strain of Clostridium sporogenes. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id409462.2
title: StrainInfo SI-ID 409462.2

description: StrainInfo dataset 409462 about a strain of Campylobacter upsaliensis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id409463.2
title: StrainInfo SI-ID 409463.2

description: StrainInfo dataset 409463 about a strain of Streptococcus canis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id409464.2
title: StrainInfo SI-ID 409464.2

description: StrainInfo dataset 409464 about a strain of Corynebacterium. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id409465.2
title: StrainInfo SI-ID 409465.2

description: StrainInfo dataset 409465 about a strain of Burkholderia multivorans. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id409466.3
title: StrainInfo SI-ID 409466.3

description: StrainInfo dataset 409466 about a strain of Acinetobacter kanungonis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id409467.2
title: StrainInfo SI-ID 409467.2

description: StrainInfo dataset 409467 about a strain of Staphylococcus hominis subsp. hominis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id409469.2
title: StrainInfo SI-ID 409469.2

description: StrainInfo dataset 409469 about a strain of Moraxella porci. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id409470.2
title: StrainInfo SI-ID 409470.2

description: StrainInfo dataset 409470 about a strain of Serratia. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id409471.3
title: StrainInfo SI-ID 409471.3

description: StrainInfo dataset 409471 about a strain of Bifidobacterium callimiconis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id409472.2
title: StrainInfo SI-ID 409472.2

description: StrainInfo dataset 409472 about a strain of Streptococcus mutans. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id409473.2
title: StrainInfo SI-ID 409473.2

description: StrainInfo dataset 409473 about a strain of Serratia marcescens. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id409475.2
title: StrainInfo SI-ID 409475.2

description: StrainInfo dataset 409475 about a strain of Burkholderia multivorans. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id409476.2
title: StrainInfo SI-ID 409476.2

description: StrainInfo dataset 409476 about a strain of Roseibium aggregatum. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.15468/dl.5gdeyn
title: Occurrence Download

description: A dataset containing 3971 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Israel, Spain, China, Greece, Italy, Palestine, State of, Morocco, Cyprus, Syrian Arab Republic, Portugal, Algeria, Iran (Islamic Republic of), Lebanon, Nepal, Tunisia, Turkmenistan, Türkiye)",
 "TaxonKey is Mandragora L."
 ]
}

 The dataset includes 3971 records from 114 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005068-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.