cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18123377
title: Linked collectors and determiners for: INSDC Sequences.

description: Natural history specimen data linked to collectors and determiners held within, "INSDC Sequences". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/d8cd16ba-bb74-4420-821e-083f2bac17c2 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/d8cd16ba-bb74-4420-821e-083f2bac17c2. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18123378
title: Linked collectors and determiners for: López-Uribe Lab Collection.

description: Natural history specimen data linked to collectors and determiners held within, "López-Uribe Lab Collection". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/e7fee724-8575-4f00-8d82-d9f5d6e220c2 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/e7fee724-8575-4f00-8d82-d9f5d6e220c2. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18123379
title: Linked collectors and determiners for: FBIP: Genetic diversity of olive insect pests and their natural enemies in the Western Cape.

description: Natural history specimen data linked to collectors and determiners held within, "FBIP: Genetic diversity of olive insect pests and their natural enemies in the Western Cape". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/0081d6b8-9c38-49ee-8355-f5a118cc0876 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/0081d6b8-9c38-49ee-8355-f5a118cc0876. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18123380
title: Linked collectors and determiners for: Société des Lettres de l'Aveyron.

description: Natural history specimen data linked to collectors and determiners held within, "Société des Lettres de l'Aveyron". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/00b3dec8-a7f4-4aa2-b8d5-feb936368e64 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/00b3dec8-a7f4-4aa2-b8d5-feb936368e64. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18123382
title: Linked collectors and determiners for: UVM Milkweed Pollinator Project.

description: Natural history specimen data linked to collectors and determiners held within, "UVM Milkweed Pollinator Project". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/026508fe-4d89-48c9-91e3-ea9ae5baa484 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/026508fe-4d89-48c9-91e3-ea9ae5baa484. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18123383
title: Linked collectors and determiners for: Sperm morphology of 264 songbird species.

description: Natural history specimen data linked to collectors and determiners held within, "Sperm morphology of 264 songbird species". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/051d8004-3568-4be9-852f-f6dc3413045c using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/051d8004-3568-4be9-852f-f6dc3413045c. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18123384
title: Linked collectors and determiners for: Grethe Hasle Diatom Collection.

description: Natural history specimen data linked to collectors and determiners held within, "Grethe Hasle Diatom Collection". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/08ec09cc-2de8-4e37-8441-d052f6da5af7 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/08ec09cc-2de8-4e37-8441-d052f6da5af7. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18123385
title: Linked collectors and determiners for: Lamproptera butterfly specimens at Museum Zoologi Bogor, Indonesia.

description: Natural history specimen data linked to collectors and determiners held within, "Lamproptera butterfly specimens at Museum Zoologi Bogor, Indonesia". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/09a6c040-a452-4f8f-b32b-d7762aa6bc85 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/09a6c040-a452-4f8f-b32b-d7762aa6bc85. Formatted as a Frictionless Data package.
DOI: 10.3886/e242202
title: Nigerian Defence Academy Kaduna 2026/2027 Pre-Degree Form, Part-time Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542

description: Nigerian Defence Academy Kaduna 2026/2027 Pre-Degree Form, Part-time Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542
DOI: 10.5281/zenodo.18123388
title: Linked collectors and determiners for: SANBI: DNA Banking(1987-2011).

description: Natural history specimen data linked to collectors and determiners held within, "SANBI: DNA Banking(1987-2011)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/0b2f8a72-cfec-4c00-9424-9ee0bd8bec72 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/0b2f8a72-cfec-4c00-9424-9ee0bd8bec72. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18123389
title: Linked collectors and determiners for: NHMD Vascular Plants Collection.

description: Natural history specimen data linked to collectors and determiners held within, "NHMD Vascular Plants Collection". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/0d1f9cee-7cb7-4d3a-a8c4-d2ca6edcd23b using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/0d1f9cee-7cb7-4d3a-a8c4-d2ca6edcd23b. Formatted as a Frictionless Data package.
DOI: 10.15468/dl.kcwuuf
title: Occurrence Download

description: A dataset containing 323 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Anchoa ischana"
 ]
}

 The dataset includes 323 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070703-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18123390
title: Linked collectors and determiners for: Millipedes and centipedes in German greenhouses (Myriapoda: Diplopoda, Chilopoda).

description: Natural history specimen data linked to collectors and determiners held within, "Millipedes and centipedes in German greenhouses (Myriapoda: Diplopoda, Chilopoda)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/0ee9877b-755d-4527-923e-5b848ea41eb6 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/0ee9877b-755d-4527-923e-5b848ea41eb6. Formatted as a Frictionless Data package.
DOI: 10.6084/m9.figshare.30985069
title: SignSpotter: Scene Text-Aware Cross-Modal Semantic Consistency Verification for Street View Images and POI Data

description: The semantic consistency between street view images and Points of Interest (POI) is a critical yet underexplored issue in the quality assessment of Volunteered Geographic Information (VGI) and location-based services. In real-world mapping platforms, inconsistencies frequently arise due to outdated POI attributes, visual occlusions, scale variations, and ambiguous textual cues in complex street scenes, posing significant challenges to reliable geographic entity validation. This paper proposes SignSpotter, a multi-scale cross-modal framework designed for entity-level semantic consistency verification between street-view images and POI textual attributes. First, a text-aware visual pre-training strategy is introduced, in which a Vision Transformer (ViT) is fine-tuned using large-scale scene text data to enhance its sensitivity to text regions in natural street scenes. Second, an asymmetric dual-tower architecture is constructed to separately model the multi-scale visual semantics of street view images and the high-level textual semantics of POI attributes, thereby accommodating the pronounced scale heterogeneity inherent in street view imagery. Finally, a cross-modal semantic reasoning and consistency verification module is developed, which establishes fine-grained semantic associations between visual patches and textual tokens through bidirectional interactions, enabling entity-level semantic consistency inference. Extensive experiments conducted on a large-scale street-view and POI dataset across multiple cities demonstrate that SignSpotter consistently outperforms representative baseline methods in terms of Precision, Recall, and F1-score. Additional cross-city transfer experiments and occlusion robustness analyses further confirm the generalization capability and stability of the proposed framework under diverse urban environments. The results indicate that incorporating text-aware visual representations and explicit cross-modal semantic reasoning provides an effective solution for POI semantic consistency validation, offering practical implications for geographic data quality control and large-scale map maintenance.
DOI: 10.6084/m9.figshare.30985069.v1
title: SignSpotter: Scene Text-Aware Cross-Modal Semantic Consistency Verification for Street View Images and POI Data

description: The semantic consistency between street view images and Points of Interest (POI) is a critical yet underexplored issue in the quality assessment of Volunteered Geographic Information (VGI) and location-based services. In real-world mapping platforms, inconsistencies frequently arise due to outdated POI attributes, visual occlusions, scale variations, and ambiguous textual cues in complex street scenes, posing significant challenges to reliable geographic entity validation. This paper proposes SignSpotter, a multi-scale cross-modal framework designed for entity-level semantic consistency verification between street-view images and POI textual attributes. First, a text-aware visual pre-training strategy is introduced, in which a Vision Transformer (ViT) is fine-tuned using large-scale scene text data to enhance its sensitivity to text regions in natural street scenes. Second, an asymmetric dual-tower architecture is constructed to separately model the multi-scale visual semantics of street view images and the high-level textual semantics of POI attributes, thereby accommodating the pronounced scale heterogeneity inherent in street view imagery. Finally, a cross-modal semantic reasoning and consistency verification module is developed, which establishes fine-grained semantic associations between visual patches and textual tokens through bidirectional interactions, enabling entity-level semantic consistency inference. Extensive experiments conducted on a large-scale street-view and POI dataset across multiple cities demonstrate that SignSpotter consistently outperforms representative baseline methods in terms of Precision, Recall, and F1-score. Additional cross-city transfer experiments and occlusion robustness analyses further confirm the generalization capability and stability of the proposed framework under diverse urban environments. The results indicate that incorporating text-aware visual representations and explicit cross-modal semantic reasoning provides an effective solution for POI semantic consistency validation, offering practical implications for geographic data quality control and large-scale map maintenance.
DOI: 10.5281/zenodo.18123396
title: Linked collectors and determiners for: Dataset for Review of Mimosticus Sharp (Coleoptera: Staphylinidae).

description: Natural history specimen data linked to collectors and determiners held within, "Dataset for Review of Mimosticus Sharp (Coleoptera: Staphylinidae)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/1515ac55-d024-4ed6-9785-b90625706f59 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/1515ac55-d024-4ed6-9785-b90625706f59. Formatted as a Frictionless Data package.
DOI: 10.3886/e242203
title: Nnamdi Azikiwe University, Awka 2026/2027 Pre-Degree Form, Part-time Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542

description: Nnamdi Azikiwe University, Awka 2026/2027 Pre-Degree Form, Part-time Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542
DOI: 10.5281/zenodo.18123397
title: Linked collectors and determiners for: Bumble bees and Large Carpenter bees in the UVM Zadock Thompson Zoological Collection.

description: Natural history specimen data linked to collectors and determiners held within, "Bumble bees and Large Carpenter bees in the UVM Zadock Thompson Zoological Collection". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/155ad75a-6721-4fc5-9c94-4eef447ee650 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/155ad75a-6721-4fc5-9c94-4eef447ee650. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18123401
title: Linked collectors and determiners for: Herbier du CIRAD.

description: Natural history specimen data linked to collectors and determiners held within, "Herbier du CIRAD". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/18ae6f32-c82b-4065-a0aa-4167be45c78e using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/18ae6f32-c82b-4065-a0aa-4167be45c78e. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18123406
title: Linked collectors and determiners for: Colección del Phylum Cnidaria del Museo de Zoología de la Universidad de Concepción  UCCC_MZUC_CNI.

description: Natural history specimen data linked to collectors and determiners held within, "Colección del Phylum Cnidaria del Museo de Zoología de la Universidad de Concepción  UCCC_MZUC_CNI". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/1a1fea7c-a319-45b8-8354-c929fd9287e6 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/1a1fea7c-a319-45b8-8354-c929fd9287e6. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18123391
title: Linked collectors and determiners for: University of Michigan Museum of Zoology, Division of Insects.

description: Natural history specimen data linked to collectors and determiners held within, "University of Michigan Museum of Zoology, Division of Insects". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/13e7869e-0c76-473a-a227-53d6e3d6fbf2 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/13e7869e-0c76-473a-a227-53d6e3d6fbf2. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18123407
title: Linked collectors and determiners for: Fort Hays State University Sternberg Museum of Natural History - Invertebrate.

description: Natural history specimen data linked to collectors and determiners held within, "Fort Hays State University Sternberg Museum of Natural History - Invertebrate". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/1c37eefc-6e7c-49a5-9ea1-f1e9eefb07bc using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/1c37eefc-6e7c-49a5-9ea1-f1e9eefb07bc. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18123408
title: Linked collectors and determiners for: Viabilidad de semillas dispersadas por fauna en la microcuenca Teusacá, Bogotá D.C..

description: Natural history specimen data linked to collectors and determiners held within, "Viabilidad de semillas dispersadas por fauna en la microcuenca Teusacá, Bogotá D.C.". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/1f0d880e-6bb1-4db4-a5aa-5b6af9be6917 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/1f0d880e-6bb1-4db4-a5aa-5b6af9be6917. Formatted as a Frictionless Data package.
DOI: 10.3886/e242204
title: Obafemi Awolowo University, Ile-Ife 2026/2027 Pre-Degree Form, Part-time Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542

description: Obafemi Awolowo University, Ile-Ife 2026/2027 Pre-Degree Form, Part-time Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542
DOI: 10.5281/zenodo.18123410
title: Linked collectors and determiners for: Colección Ornitológica FML-Tucumán.

description: Natural history specimen data linked to collectors and determiners held within, "Colección Ornitológica FML-Tucumán". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/20b5d77b-1f11-465b-9a6a-453a2b4463b0 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/20b5d77b-1f11-465b-9a6a-453a2b4463b0. Formatted as a Frictionless Data package.
DOI: 10.15468/dl.nr4wjm
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Rynchops nigra, )",
 "Country is one of (Sweden, Denmark, Norway)",
 "HasCoordinate is true",
 "DecimalLatitude is greater than or equal to 55.0",
 "DecimalLatitude is less than or equal to 60.0",
 "DecimalLongitude is greater than or equal to 7.0",
 "DecimalLongitude is less than or equal to 13.5",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070704-251120083545085/datasets/export for details.
DOI: 10.5281/zenodo.18123411
title: Linked collectors and determiners for: Ixias butterfly specimens at Museum Zoologi Bogor, Indonesia.

description: Natural history specimen data linked to collectors and determiners held within, "Ixias butterfly specimens at Museum Zoologi Bogor, Indonesia". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/21be2bd7-bf6c-44d8-8638-97272cd4395d using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/21be2bd7-bf6c-44d8-8638-97272cd4395d. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18123412
title: Linked collectors and determiners for: Database_Coleoptera_Madagascar Biodiversity Center PBZT.

description: Natural history specimen data linked to collectors and determiners held within, "Database_Coleoptera_Madagascar Biodiversity Center PBZT". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/22cd931a-95ab-4b68-be6c-e0eff9365eae using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/22cd931a-95ab-4b68-be6c-e0eff9365eae. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18123417
title: Linked collectors and determiners for: Papilio butterfly specimens at Museum Zoologi Bogor, Indonesia.

description: Natural history specimen data linked to collectors and determiners held within, "Papilio butterfly specimens at Museum Zoologi Bogor, Indonesia". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/24a02aae-d6b8-40c8-8f90-64eb3e780f2b using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/24a02aae-d6b8-40c8-8f90-64eb3e780f2b. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18123418
title: Linked collectors and determiners for: Pierid butterfly specimens (Part 3: Appias, Elodina, Leuciacria, Udaiana) at Museum Zoologi Bogor, Indonesia.

description: Natural history specimen data linked to collectors and determiners held within, "Pierid butterfly specimens (Part 3: Appias, Elodina, Leuciacria, Udaiana) at Museum Zoologi Bogor, Indonesia". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/28c04664-55cb-445d-9a1c-d34c80a8d8b3 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/28c04664-55cb-445d-9a1c-d34c80a8d8b3. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18123421
title: Linked collectors and determiners for: Tasmanian Natural Values Atlas.

description: Natural history specimen data linked to collectors and determiners held within, "Tasmanian Natural Values Atlas". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/2985efd1-45b1-46de-b6db-0465d2834a5a using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/2985efd1-45b1-46de-b6db-0465d2834a5a. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18123422
title: Linked collectors and determiners for: Graphium butterfly specimens at Museum Zoologi Bogor, Indonesia.

description: Natural history specimen data linked to collectors and determiners held within, "Graphium butterfly specimens at Museum Zoologi Bogor, Indonesia". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/2aad3bc7-4765-40ea-b478-3ac3cb53ff72 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/2aad3bc7-4765-40ea-b478-3ac3cb53ff72. Formatted as a Frictionless Data package.
DOI: 10.3886/e242205
title: University of Abuja, Gwagwalada 2026/2027 Pre-Degree Form, Part-time Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542

description: University of Abuja, Gwagwalada 2026/2027 Pre-Degree Form, Part-time Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542
DOI: 10.5281/zenodo.18123423
title: Linked collectors and determiners for: Delias butterfly specimens at Museum Zoologi Bogor, Indonesia.

description: Natural history specimen data linked to collectors and determiners held within, "Delias butterfly specimens at Museum Zoologi Bogor, Indonesia". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/38af1774-d162-49d1-8c17-ea50e952b1bf using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/38af1774-d162-49d1-8c17-ea50e952b1bf. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18123427
title: Linked collectors and determiners for: BMSM Bailey-Matthews National Shell Museum.

description: Natural history specimen data linked to collectors and determiners held within, "BMSM Bailey-Matthews National Shell Museum". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/417f4d21-959b-4773-90a2-c38d1822d873 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/417f4d21-959b-4773-90a2-c38d1822d873. Formatted as a Frictionless Data package.