cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25549/gfb-c110-1692
title: United States Army, The New Infantry Drill Regulations, 1941

description: United States Army, The New Infantry Drill Regulations with Rifle Marksmanship, published by the Military Service Publishing Company, 100 Telegraph Building, Harrisburg, Pennsylvania, USA, 1941. Property of Hiroshi Sugiyama.
DOI: 10.25549/gfb-c110-1691
title: United States Army, The New Infantry Drill Regulations, 1941

description: United States Army, The New Infantry Drill Regulations with Rifle Marksmanship, published by the Military Service Publishing Company, 100 Telegraph Building, Harrisburg, Pennsylvania, USA, 1941. Property of Hiroshi Sugiyama.
DOI: 10.25549/gfb-c110-1680
title: United States Army, The New Infantry Drill Regulations, 1941

description: United States Army, The New Infantry Drill Regulations with Rifle Marksmanship, published by the Military Service Publishing Company, 100 Telegraph Building, Harrisburg, Pennsylvania, USA, 1941. Property of Hiroshi Sugiyama.
DOI: 10.25549/gfb-c110-836
title: Sugiyama, leather portfolio, [1941/1945]

description: A leather portfolio belonging to Hiroshi Sugiyama, [1941/1945]. The portfolio is filled with Sugiyama's records and receipts pertaining to his life insurance policy and has "property of Hiroshi Sugiyama" written on the front flap. Includes: 1 insurance policy, 12 envelopes, 11 receipts, 4 premium notices, 2 advertisements, and 2 letters.
DOI: 10.25549/gmha-c9-2147
title: Gospel gala and Gallery genesis. Souvenir book, 1996

description: "Gospel gala and Gallery genesis" souvenir book, 1996. [Cover page]: "Gospel gala and Gallery genesis sponsored by Dora Nelson African American History Museum 316 E 7th Street Perris, California at the Riverside Convention Center 3443 Orange Street Riverside, California 92586 November 17, 1996 2 pm - 6 pm. National Council of Negro Women, Inc. - Affiliate". A graphic of a tree is placed below "sponsored by" and above "Dora Nelson". [Page 2]: "Lift every voice and sing" followed by the poem by "James Weldon Johnson, poet (1871-1938)". [Page 3]: "Dora Nelson African American History Museum program" followed by order of events between 2 and 6 pm. [Page 4]: A miniature biography of Alberta Mabel Kearney briefly describes her dream, dedication to, and ultimate founding of the Dora Nelson African American History Museum. [Page 5]: "Biography of Mrs. Dora Nelson" followed by biographical text. [Page 6]: "Gregory G. French, president, CEO; the Gospel Network" followed by biographical text. [Page 7]: "Kevin Bell; singer for all occaisions; gospel, clasical [sic, pop, rythm [sic] and blues. Vocal training available" followed by contact information. [Page 8]: "Congratulations and best wishes to The Dora Nelson African-American History Museum. ECT Technolink Foundation, Inc., a nonprofit corporation, takes pride in the contribution of high performance, ... hardware and software to the Dora Nelson African-American History Museum's internet gallery and information center" and recognition given to "Auen-Berger Foundation, Inc., for funding our grant for internet connectivity." signed. [Page 9]: Advertisement for "Bizi B productions", and "Elma of California".; [Page 10]: Advertisements and congratulations to the Dora Nelson African American History Museum. [Page 11]: Congratulations to the museum by "The Willa Mae Taylor Section of the National Coucil of Negro Women", followed by a poem "The Lands of Kings and Queens". [Page 12]: Advertisement for "Brown's publishing co.". [Page 13]: Advertisements for "Scruggs Sister" and "Studio B & B graphics gallery". [Page 14]: Photographic advertisement for "Diamite; longevity system". [Page 15]: Advertisement; "Let Diamite enhance the quality of your life!". [Page 16]: Business card sized advertisements for six different businesses. [Page 17]: "In memory of Evangeline Mack" tribute fills the page. [Page 18]: "Congratulations and best wishes" to recipient in each quadrant of the page. [Page 19]: "In memory of Rayford Johnson" tribute fills the page. [Page 20]: Page full of "Best wishes and congratulations". [Page 21]: "Congratulations" advertisements. [Page 22]: "Congratulations" advertisements. [Page 23]: List of board of directors and program committee. [Page 24]: List of people given thanks for their participation and involvement. [Page 25]: "Congratulations and best wishes" to the museum given by the "Vietnamese friends of the museum".
DOI: 10.25549/gmha-c9-2058
title: Children in praise, v.1. Simple words

description: LP. Children in praise, v.1. Simple words. [Cover page]: "Children in Praise. West Angeles Church of God in Christ Angelic Choir (Pastored by Bishop Charles E. Blake. Clifton Davis, Fred "Re-Run" Berry, Deniece Williams. Bebe & Cece Williams, Tramaine Hawkins. Simple Words. Volume 1". A watercolor painted heart on the cover. [Back cover page]: A message by Bishop Charles E. Blake on the back cover. Special thanks, arrangers, musicians and vocalists are listed. Photograph of choir. Photographs o fBishop Charles E. Blake, Clifton Davis, Fred "Re-Run" Berry, Deniece Williams, Bebe & Cece Williams, and Tramaine Hawkins on back cover.; Side 1 of disc 1: "Children in Praise, Vol. 1. Simple Words. The West Angeles COGIC Angelic Choir. Executive producer: Billy Ray Hearn. Produced by Patrick Henderson". List of side one song titles.; Side 2 of disc 1: "Children in Praise, Vol. 1. Simple Words. The West Angeles COGIC Angelic Choir. Executive producer: Billy Ray Hearn. Produced by Patrick Henderson". List of side two song titles.
DOI: 10.25549/gmha-c9-2129
title: Gospel gala and Gallery genesis. Souvenir book, 1996

description: "Gospel gala and Gallery genesis" souvenir book, 1996. [Cover page]: "Gospel gala and Gallery genesis sponsored by Dora Nelson African American History Museum 316 E 7th Street Perris, California at the Riverside Convention Center 3443 Orange Street Riverside, California 92586 November 17, 1996 2 pm - 6 pm. National Council of Negro Women, Inc. - Affiliate". A graphic of a tree is placed below "sponsored by" and above "Dora Nelson". [Page 2]: "Lift every voice and sing" followed by the poem by "James Weldon Johnson, poet (1871-1938)". [Page 3]: "Dora Nelson African American History Museum program" followed by order of events between 2 and 6 pm. [Page 4]: A miniature biography of Alberta Mabel Kearney briefly describes her dream, dedication to, and ultimate founding of the Dora Nelson African American History Museum. [Page 5]: "Biography of Mrs. Dora Nelson" followed by biographical text. [Page 6]: "Gregory G. French, president, CEO; the Gospel Network" followed by biographical text. [Page 7]: "Kevin Bell; singer for all occaisions; gospel, clasical [sic, pop, rythm [sic] and blues. Vocal training available" followed by contact information. [Page 8]: "Congratulations and best wishes to The Dora Nelson African-American History Museum. ECT Technolink Foundation, Inc., a nonprofit corporation, takes pride in the contribution of high performance, ... hardware and software to the Dora Nelson African-American History Museum's internet gallery and information center" and recognition given to "Auen-Berger Foundation, Inc., for funding our grant for internet connectivity." signed. [Page 9]: Advertisement for "Bizi B productions", and "Elma of California".; [Page 10]: Advertisements and congratulations to the Dora Nelson African American History Museum. [Page 11]: Congratulations to the museum by "The Willa Mae Taylor Section of the National Coucil of Negro Women", followed by a poem "The Lands of Kings and Queens". [Page 12]: Advertisement for "Brown's publishing co.". [Page 13]: Advertisements for "Scruggs Sister" and "Studio B & B graphics gallery". [Page 14]: Photographic advertisement for "Diamite; longevity system". [Page 15]: Advertisement; "Let Diamite enhance the quality of your life!". [Page 16]: Business card sized advertisements for six different businesses. [Page 17]: "In memory of Evangeline Mack" tribute fills the page. [Page 18]: "Congratulations and best wishes" to recipient in each quadrant of the page. [Page 19]: "In memory of Rayford Johnson" tribute fills the page. [Page 20]: Page full of "Best wishes and congratulations". [Page 21]: "Congratulations" advertisements. [Page 22]: "Congratulations" advertisements. [Page 23]: List of board of directors and program committee. [Page 24]: List of people given thanks for their participation and involvement. [Page 25]: "Congratulations and best wishes" to the museum given by the "Vietnamese friends of the museum".
DOI: 10.25549/gmha-c9-2057
title: Children in praise, v.1. Simple words

description: LP. Children in praise, v.1. Simple words. [Cover page]: "Children in Praise. West Angeles Church of God in Christ Angelic Choir (Pastored by Bishop Charles E. Blake. Clifton Davis, Fred "Re-Run" Berry, Deniece Williams. Bebe & Cece Williams, Tramaine Hawkins. Simple Words. Volume 1". A watercolor painted heart on the cover. [Back cover page]: A message by Bishop Charles E. Blake on the back cover. Special thanks, arrangers, musicians and vocalists are listed. Photograph of choir. Photographs o fBishop Charles E. Blake, Clifton Davis, Fred "Re-Run" Berry, Deniece Williams, Bebe & Cece Williams, and Tramaine Hawkins on back cover.; Side 1 of disc 1: "Children in Praise, Vol. 1. Simple Words. The West Angeles COGIC Angelic Choir. Executive producer: Billy Ray Hearn. Produced by Patrick Henderson". List of side one song titles.; Side 2 of disc 1: "Children in Praise, Vol. 1. Simple Words. The West Angeles COGIC Angelic Choir. Executive producer: Billy Ray Hearn. Produced by Patrick Henderson". List of side two song titles.
DOI: 10.25549/gmha-c9-2056
title: Children in praise, v.1. Simple words

description: LP. Children in praise, v.1. Simple words. [Cover page]: "Children in Praise. West Angeles Church of God in Christ Angelic Choir (Pastored by Bishop Charles E. Blake. Clifton Davis, Fred "Re-Run" Berry, Deniece Williams. Bebe & Cece Williams, Tramaine Hawkins. Simple Words. Volume 1". A watercolor painted heart on the cover. [Back cover page]: A message by Bishop Charles E. Blake on the back cover. Special thanks, arrangers, musicians and vocalists are listed. Photograph of choir. Photographs o fBishop Charles E. Blake, Clifton Davis, Fred "Re-Run" Berry, Deniece Williams, Bebe & Cece Williams, and Tramaine Hawkins on back cover.; Side 1 of disc 1: "Children in Praise, Vol. 1. Simple Words. The West Angeles COGIC Angelic Choir. Executive producer: Billy Ray Hearn. Produced by Patrick Henderson". List of side one song titles.; Side 2 of disc 1: "Children in Praise, Vol. 1. Simple Words. The West Angeles COGIC Angelic Choir. Executive producer: Billy Ray Hearn. Produced by Patrick Henderson". List of side two song titles.
DOI: 10.15468/dl.3bn9v4
title: Occurrence Download

description: A dataset containing 106648 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is one of (Opuntia leucotricha, Phlomis cypria, Cardamine microthrix, Cephalaria hirsuta, Cephalaria kesruanica, Polystichum fallax, Marrubium cuneatum, Marrubium rotundifolium, Restio curviramis, Restio implicatus, Restio inveteratus, Restio nodosus, Restio ocreatus, Bromus gracillimus, Medicago lessingii, Oenanthe sarmentosa, Opuntia feroacantha, Muraltia thunbergii, Muraltia asparagifolia, Misodendrum brachystachyum, Digitaria polyphylla, Hibiscus pedunculatus, Cassinia quinquefaria, Ballota luteola, Chiloglottis anaticeps, Bromus berteroanus, Bromus cebadilla, Myriophyllum muelleri, Sinapis flexuosa, Gnidia pallida, Carum asinorum, Carum rupicola, Digitaria flaccida, Hermannia angularis, Hermannia disermifolia, Hermannia involucrata, Hermannia schlechteriana, Endopappus macrocarpus, Bolanthus sandrasicus, Digitaria longiflora, Digitaria mariannensis, Medicago granadensis, Oenanthe foucaudii, Opuntia tomentosa, Polystichum wirtgenii, Cassinia sifton, Streptocarpus bolusii, Bolanthus creutzburgii, Cardamine keckii, Cephalaria procera, Hibiscus zonatus, Carduus leptocladus, Carduus arvaticus, Cotula pedicellata, Hermannia alnifolia, Kunzea cambagei, Restio confusus, Restio echinatus, Restio triticeus, Cordyline rubra, Calochilus platychilus, Bromus marginatus, Bromus secalinus, Labichea lanceolata, Trigonella strangulata, Muraltia occidentalis, Adromischus inamoenus, Streptocarpus johannis, Ozothamnus adnatus, Cassinia arcuata, Cassinia venusta, Cassinia complanata, Ozothamnus vespertinus, Monopsis acrodon, Bromus anomalus, Bromus cabrerensis, Myriophyllum alpinum, Phlomis bourgaei, Phlomis brunneogaleata, Bolanthus thymoides, Cephalaria aristata, Comesperma retusum, Hibiscus richardsonii, Hibiscus superbus, Carduus tenuiflorus, Cotula barbata, Marrubium thessalum, Restio dispar, Restio exilis, Restio patens, Restio perseverans, Restio purpurascens, Restio virgeus, Bromus ferronii, Bromus variegatus, Oenanthe pimpinelloides, Carduus meratii, Trigonella suavissima, Trigonella lycica)",
 "Year is greater than or equal to 1950"
 ]
}

 The dataset includes 106648 records from 1513 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022612-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34970/705541
title: DERM12345

description: Skin lesion datasets provide essential information for understanding various skin conditions and developing effective diagnostic tools. They aid the artificial intelligence-based early detection of skin cancer, facilitate treatment planning, and contribute to medical education and research. Published large datasets have partially coverage the subclassifications of the skin lesions. This limitation highlights the need for more expansive and varied datasets to reduce false predictions and help improve the failure analysis for skin lesions. This study presents a diverse dataset comprising 12,345 dermatoscopic images with 40 subclasses of skin lesions, collected in Turkiye, which comprises different skin types in the transition zone between Europe and Asia. Each subgroup contains high-resolution images and expert annotations, providing a strong and reliable basis for future research. The detailed analysis of each subgroup provided in this study facilitates targeted research endeavors and enhances the depth of understanding regarding the skin lesions. This dataset distinguishes itself through a diverse structure with its 5 super classes, 15 main classes, 40 subclasses and 12,345 high-resolution dermatoscopic images.

Yilmaz, A., Yasar, S.P., Gencoglan, G. et al. DERM12345: A Large, Multisource Dermatoscopic Skin Lesion Dataset with 40 Subclasses. Sci Data 11, 1302 (2024). [https://doi.org/10.1038/s41597-024-04104-3](https://doi.org/10.1038/s41597-024-04104-3)
DOI: 10.34970/962049
title: MSKCC Skin Tone Labeling Dataset

description: This dataset contains detailed skin tone annotations collected from a prospective, single-center observational study performed at Memorial Sloan Kettering Cancer Center from 2023-2024. The cohort consists of 64 adult patients who underwent full-body skin examinations by board-certified dermatologists. To ensure diverse representation across the spectrum of skin tones, patients were recruited to achieve a balanced distribution across all six Fitzpatrick Skin Types. This dataset was developed to evaluate the reliability of different skin tone labeling methods and to support fairness research in dermatologic AI.
 
The dataset comprises both patient-level and site-level metadata for skin tone classification using the Fitzpatrick Skin Type scale, Monk Skin Tone scale, Pantone SkinTone Guide, and colorimeter readings (SkinColorCatch, Delfin Technologies). A total of 4,879 dermoscopic images are included. Skin tone assessments were collected across both lesional and non-lesional (normal skin) sites, mapped to standardized anatomic locations. All skin lesions are assumed to be benign, as they were imaged immediately following dermatologic evaluation. 
 
All data were collected under an IRB-approved protocol with informed consent. The dataset has been fully de-identified in accordance with HIPAA regulations, and no protected health information (PHI) is included.
DOI: 10.15468/dl.p4bjwk
title: Occurrence Download

description: A dataset containing 294 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hapalochlaena lunulata"
 ]
}

 The dataset includes 294 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004469-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34970/277003
title: Melanoma and Nevus Dermoscopy Images with Confirmed Histopathological Diagnosis

description: Collection defined by Dr. Jorge A. Rios-Duarte for a research project.
DOI: 10.34970/432362
title: Hospital Italiano de Buenos Aires Skin Lesions

description: A dataset of clinical and dermoscopy images of skin lesions collected in Argentina as a reference for the evaluation of AI tools in
this population
DOI: 10.34970/648456
title: MILK10k

description: *MILK10k* consists of 10480 images, each representing a paired clinical close-up and dermatoscopic image for 5240 lesions. The dataset’s metadata include age (in 5-year intervals), sex, anatomic site, skin tone, diagnosis, method of ground truth establishment (histopathology or 
other means), and, if a dermatoscopic image of the same lesion was previously included in ISIC, its corresponding ISIC identifier. Skin tone is categorized into six levels, ranging from very dark (0) to very light (5), intentionally distinct from the Fitzpatrick skin types to avoid confusion. Most patients had skin tones in the middle ranges. Of the 5240 lesions, 95.7% were biopsied or excised, with histopathology serving as the gold standard for diagnosis. Diagnoses were mapped to both the ISIC-Dx diagnostic scheme and a simplified classification based on the ISIC2018/2019 challenge and HAM10000 diagnostic categories. The dataset includes 11 broad diagnostic categories:

1. Basal cell carcinoma (bcc)
2. Melanocytic nevus (nv)
3. Benign keratinocytic lesion (bkl)
4. Squamous cell carcinoma/keratoacanthoma (sccka)
5. Melanoma (mel)
6. Actinic keratosis/intraepidermal carcinoma (akiec)
7. Dermatofibroma (df)
8. Inflammatory and infectious conditions (inf)
9. Vascular lesions and hemorrhage (vasc)
10. Other benign proliferations including collision tumors (ben_oth)
11. Other malignant proliferations including collision tumors (mal_oth)

Additionally, we provide the most specific ISIC-Dx diagnosis and its parent branch in the ISIC-Dx diagnostic tree. In cases where a dermatoscopic image of the same lesion was already included in the ISIC archive, its ISIC identifier is reported in the metadata. Furthermore, all images have been annotated using the MONET framework, with probabilities for the following concept term groups included in the metadata:

1. Ulceration, crust
2. Hair
3. Vasculature, vessels
4. Erythema
5. Pigmentation
6. Gel, water drop, fluid, dermoscopy liquid
7. Skin markings, pen ink, purple pen

In addition to *MILK10k*, we have curated a smaller benchmark dataset, called *MILK10k Benchmark* derived from the same sources and covering the same diagnostic categories. This dataset is available as part of a live challenge within the ISIC framework and can be accessed on ISIC.

Images were provided by the following institutions:

- Department of Dermatology, Medical University of Vienna, Vienna, Austria
- Medicine Faculty Department of Dermatology, Ankara University, Ankara, Turkey
- Mayne Academy of General Practice, Medical School, The University of Queensland, Australia
- Dermatology Service, Memorial Sloan Kettering Cancer Center, New York, USA
- Independent Researcher, 1000 Skopje, North Macedonia
DOI: 10.34970/262082
title: MILK10k Benchmark

description: *MILK10k Benchmark* consists of paired clinical close-up and dermatoscopic image for a set of lesions. The dataset’s metadata include age (in 5-year intervals), sex, anatomic site, and skin tone. Skin tone is categorized into six levels, ranging from very dark (0) to very light (5), intentionally distinct from the Fitzpatrick skin types to avoid confusion. Most patients had skin tones in the middle ranges. Diagnoses were mapped to a simplified classification based on the ISIC2018/2019 challenge and HAM10000 diagnostic categories. The dataset includes 11 broad diagnostic categories:

1. Basal cell carcinoma (bcc)
2. Melanocytic nevus (nv)
3. Benign keratinocytic lesion (bkl)
4. Squamous cell carcinoma/keratoacanthoma (sccka)
5. Melanoma (mel)
6. Actinic keratosis/intraepidermal carcinoma (akiec)
7. Dermatofibroma (df)
8. Inflammatory and infectious conditions (inf)
9. Vascular lesions and hemorrhage (vasc)
10. Other benign proliferations including collision tumors (ben_oth)
11. Other malignant proliferations including collision tumors (mal_oth)

Although these broad diagnostic categories align with those in MILK10k, there can be different underlying granular diagnoses, primarily in the broad categories “other benign” and “other malignant proliferations”.

Furthermore, all images have been annotated using the MONET framework, with probabilities for the following concept term groups included in the metadata:

1. Ulceration, crust
2. Hair
3. Vasculature, vessels
4. Erythema
5. Pigmentation
6. Gel, water drop, fluid, dermoscopy liquid
7. Skin markings, pen ink, purple pen

*MILK10k Benchmark* is the accompanying test set to the *MILK10k* dataset and covers the same diagnostic categories. *MILK10k* is available on the ISIC Archive.

Images were provided by the following institutions:

- Department of Dermatology, Medical University of Vienna, Vienna, Austria
- Medicine Faculty Department of Dermatology, Ankara University, Ankara, Turkey
- Mayne Academy of General Practice, Medical School, The University of Queensland, Australia
- Dermatology Service, Memorial Sloan Kettering Cancer Center, New York, USA
- Independent Researcher, 1000 Skopje, North Macedonia
DOI: 10.34970/233480
title: ISIC-DICM-17K

description: ISIC-DICM-17K (ISIC Dermoscopic Images and Clinical Metadata 17K) is a curated and balanced dataset derived from the International Skin Imaging Collaboration (ISIC) Archive Gallery. It comprises 17,060 dermoscopic images and clinical metadata (8,530 melanoma and 8,530 non-melanoma classes).

For more details, please follow the project’s GitHub repository: [https://github.com/mmu-dermatology-research/isic-dicm-17k](https://github.com/mmu-dermatology-research/isic-dicm-17k)

This dataset was used in this study and benchmark to explore the effectiveness of multimodal learning for skin lesion classification:

S. Ahammed, X. Cui, W. Lu and M. H. Yap, "Skin Lesion Classification using Dermoscopic Images and Clinical Metadata: Insights from Multimodal Models," 2025 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), Nashville, TN, USA, 2025, pp. 222-230, DOI: 10.1109/CVPRW67362.2025.00027
DOI: 10.34970/151324
title: Consecutive biopsies for melanoma across year 2020

description: Consecutive biopsies of lesions with nevus, melanoma, lentigo, etc. in the clinical OR histologic diagnosis at Memorial Sloan Kettering Cancer Center between 1/1/2020 and 12/31/2020.
DOI: 10.34970/408649
title: Newly-acquired and longer-existing acquired melanoma and nevi

description: A collection of dermoscopic images of biopsied melanocytic lesions. This was used to test for performance degradation of an AI melanoma classifier in discriminating melanomas from nevi among newly-acquired melanocytic lesions versus longer-existing acquired melanocytic lesions.
DOI: 10.34970/559884
title: HIBA Skin Lesions

description: A dataset of clinical and dermoscopy images of skin lesions collected in Argentina as a reference for the evaluation of AI tools in
this population