cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/573-cqf-3yh
title: Psephellus carthalinicus Sosn.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/yha-926-90x
title: Onobrychis radiata (Desf.) M.Bieb.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/38a-a94-cjy
title: Asteraceae Dumort.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/m9q-ejc-0br
title: Euphrasia L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/1p9-y09-f87
title: Festuca valesiaca Schleich. ex Gaudin

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/mch-5b3-l5z
title: Vernonia Schreb.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ser-qrz-ty5
title: Cynosurus echinatus L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/as8-ws3-94x
title: Carlina biebersteinii subsp. brevibracteata (Andrae) K. Werner

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/w0p-smy-b82
title: Euphrasia L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/661-cs5-fp8
title: Hypericum perforatum L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/qs5-hay-6e6
title: Sanicula europaea L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/mrc-z3t-pe5
title: Alcea wilhelminae I. Riedl

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/r4g-x48-ffb
title: Astragalus subcaulescens Ledeb.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/krf-2jm-ccd
title: Rosa corymbifera Borkh.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/w5l-trw-3dw
title: Platanthera bifolia (L.) Rich.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.48580/d9lr.v78
title: Twenty years for Zootaxa and ten years for Afromoths (Lepidoptera): a taxonomic interaction between the journal and an online relational database
DOI: 10.48580/d9m4.v74
title: A new Antipathozoanthus species (Cnidaria, Hexacorallia, Zoantharia) from the northwest Pacific Ocean
DOI: 10.48580/d9m5.v75
title: Taxonomic reassessment and phylogenetic placement of Cyrtodactylus phuketensis (Reptilia, Gekkonidae) based on morphological and molecular evidence
DOI: 10.48580/d9ln.v81
title: A new genus and species of bopyrid isopod (Crustacea, Isopoda, Bopyridae, Orbioninae) parasitic on Sicyonia (Crustacea, Decapoda, Penaeoidea) from New Caledonia
DOI: 10.48580/d9lv.v74
title: Two new species of Otoba (Myristicaceae) from Colombia
DOI: 10.48580/d9lb.v85
title: Pseudotrachypus ancistrodes, a new combination for Meteoriopsis ancistrodes (Meteoriaceae)
DOI: 10.48580/d9ld.v85
title: Review of the southern African Leptestheriidae (Branchiopoda: Spinicaudata) I: redescription of Leptestheria brevirostris Barnard, 1924 with comments on diagnostic characters
DOI: 10.48580/d9km.v73
title: The fungal genus Calycellinopsis belongs in Helotiaceae not Dermateaceae
DOI: 10.48580/d9kw.v70
title: New species and records of the subgenus Libnotes (Laosa) Edwards (Diptera, Limoniidae) from China with a key to world species
DOI: 10.48580/d9l2.v87
title: A New Species Of Water Beetle From Ischigualasto Park, Argentina (Coleoptera: Hydraenidae)
DOI: 10.48580/d9kh.v81
title: Taxonomic notes on the genus Astragalus (Fabaceae) in Iran, with the description of a new species
DOI: 10.48580/d9kj.v90
title: A new species of Glyphocrangon (Crustacea, Decapoda, Caridea, Glyphocrangonidae) from the Austral Islands, French Polynesia
DOI: 10.48580/d9kq.v84
title: Additions to the deep-sea echiuran (Echiura) fauna of the North-East Atlantic
DOI: 10.48580/d9kc.v78
title: The shrimp genus Leptalpheus Williams, 1965 in the southwestern Caribbean Sea, with description of one new species from Panama (Crustacea, Decapoda, Alpheidae)
DOI: 10.48580/d9k4.v80
title: A new Trichosalpinx (Orchidaceae: Pleurothallidinae) from the northern Pacific lowlands of Costa Rica
DOI: 10.48580/d9k5.v84
title: Lectotypification of three names in Gaultheria L. (Ericaceae)
DOI: 10.48580/d9k9.v80
title: Climbing plants of a fragmented area of lowland Atlantic Forest, Igarassu, Pernambuco (northeastern Brazil)
DOI: 10.48580/d9jn.v34
title: Balticeler kerneggeri gen. nov., sp. nov., an enigmatic Baltic amber fossil of the ground beetle subfamily Trechinae (Coleoptera, Carabidae)
DOI: 10.48580/d9js.v81
title: Notes on the genus Neopseustis Meyrick with description of a new species from China (Lepidoptera: Neopseustidae)
DOI: 10.48580/d9jt.v86
title: Three new species of the subgenus Jaynesia Allen, 1969 of the genus Tiphia Fabricius, 1775 (Hymenoptera: Tiphiidae: Tiphiinae) from China, with a key to all known species
DOI: 10.48580/d9jy.v81
title: Stenochironomus zhengi sp. nov. from Dawei Mountain National Park, Yunnan China (Diptera: Chironomidae)
DOI: 10.5281/zenodo.15854452
title: LUNG-MITO and stMIDOG++: A Subphase-Labeled Mitotic Dataset

description: MIDOG++ is a large-scale annotated mitosis dataset designed for robust domain generalization in mitotic figure detection and classification. It includes 503 tumor cases spanning 10 distinct tumor domains, such as breast carcinoma, lung carcinoma, lymphoma, cutaneous mast cell tumor, neuroendocrine tumor, soft tissue sarcoma, and melanoma. The image resolution ranges from 0.23 µm/px to 0.25 µm/px, offering high-detail cellular visualization across a diverse set of histopathological samples. 

The original MIDOG dataset provided annotations for mitotic figures and morphologically similar hard negative instances, based on a three-expert consensus using bounding box annotations. MIDOG++ significantly extends this dataset by adding a more granular classification: each previously labeled mitotic figure is now assigned to one of five canonical mitotic subphases—prophase, prometaphase, metaphase, anaphase, or telophase—or to an atypical mitotic class for abnormal or unclassifiable figures. Additionally, manually refined segmentation masks have been added for each annotated cell to enable fine-grained morphological analysis.

The mitotic figure dataset consists of human lung adenocarcinoma samples from 10 different patients. All slides were scanned with 3DHISTECH PANNORAMIC 1000. The images had a resolution of 0.24 µm/px and were tiled to 1024x1024 parts. 

 

The dataset includes two annotation files in COCO format: MIDOGpp_subtyping.json and Lung_mito_extended.json. Each file contains detailed object-level annotations, including segmentation masks, bounding boxes, image metadata, and category definitions. All images are linked to annotations via a unique image_id field.

In the MIDOG++ dataset, original filenames from the MIDOG++ repository were preserved. This file (MIDOGpp_subtyping.json) contains 26,283 annotations across 503 whole slide image crops.In the LUNG-MITO dataset, the images were anonymized and renamed using numeric identifiers (e.g., 00002.png). The Lung_mito_extended.zip contains 5423 annotations and 3526 images.

Each annotation is assigned a category ID from 1 to 7, representing specific mitotic or non-mitotic classes:

Category Definitions





Prophase




Prometaphase




Metaphase




Anaphase




Telophase




Non-mitotic




Atypical mitotic figures



Annotation Counts by Dataset

LUNG-MITO



Class 1 (Prophase): 799  

Class 2 (Prometaphase): 807  

Class 3 (Metaphase): 1200  

Class 4 (Anaphase): 103  

Class 5 (Telophase): 298  

Class 6 (Non-mitotic): 620  

Class 7 (Atypical mitotic figures): 1596  


MIDOG++



Class 1 (Prophase): 2522

Class 2 (Prometaphase): 2458

Class 3 (Metaphase): 4112

Class 4 (Anaphase): 327

Class 5 (Telophase): 417

Class 6 (Non-mitotic): 14347

Class 7 (Atypical mitotic figures): 2100


 

Additional information:MIDOG++ GitHub Repository

MIDOG++ Dataset Release Blog Post
DOI: 10.5281/zenodo.18661323
title: LUNG-MITO and stMIDOG++: A Subphase-Labeled Mitotic Dataset

description: MIDOG++ is a large-scale annotated mitosis dataset designed for robust domain generalization in mitotic figure detection and classification. It includes 503 tumor cases spanning 10 distinct tumor domains, such as breast carcinoma, lung carcinoma, lymphoma, cutaneous mast cell tumor, neuroendocrine tumor, soft tissue sarcoma, and melanoma. The image resolution ranges from 0.23 µm/px to 0.25 µm/px, offering high-detail cellular visualization across a diverse set of histopathological samples. 

The original MIDOG dataset provided annotations for mitotic figures and morphologically similar hard negative instances, based on a three-expert consensus using bounding box annotations. MIDOG++ significantly extends this dataset by adding a more granular classification: each previously labeled mitotic figure is now assigned to one of five canonical mitotic subphases—prophase, prometaphase, metaphase, anaphase, or telophase—or to an atypical mitotic class for abnormal or unclassifiable figures. Additionally, manually refined segmentation masks have been added for each annotated cell to enable fine-grained morphological analysis.

The mitotic figure dataset consists of human lung adenocarcinoma samples from 10 different patients. All slides were scanned with 3DHISTECH PANNORAMIC 1000. The images had a resolution of 0.24 µm/px and were tiled to 1024x1024 parts. 

 

The dataset includes two annotation files in COCO format: MIDOGpp_subtyping.json and Lung_mito_extended.json. Each file contains detailed object-level annotations, including segmentation masks, bounding boxes, image metadata, and category definitions. All images are linked to annotations via a unique image_id field.

In the MIDOG++ dataset, original filenames from the MIDOG++ repository were preserved. This file (MIDOGpp_subtyping.json) contains 26,283 annotations across 503 whole slide image crops.In the LUNG-MITO dataset, the images were anonymized and renamed using numeric identifiers (e.g., 00002.png). The Lung_mito_extended.zip contains 5423 annotations and 3526 images.

Each annotation is assigned a category ID from 1 to 7, representing specific mitotic or non-mitotic classes:

Category Definitions





Prophase




Prometaphase




Metaphase




Anaphase




Telophase




Non-mitotic




Atypical mitotic figures



Annotation Counts by Dataset

LUNG-MITO



Class 1 (Prophase): 799  

Class 2 (Prometaphase): 807  

Class 3 (Metaphase): 1200  

Class 4 (Anaphase): 103  

Class 5 (Telophase): 298  

Class 6 (Non-mitotic): 620  

Class 7 (Atypical mitotic figures): 1596  


MIDOG++



Class 1 (Prophase): 2522

Class 2 (Prometaphase): 2458

Class 3 (Metaphase): 4112

Class 4 (Anaphase): 327

Class 5 (Telophase): 417

Class 6 (Non-mitotic): 14347

Class 7 (Atypical mitotic figures): 2100


 

Additional information:MIDOG++ GitHub Repository

MIDOG++ Dataset Release Blog Post
DOI: 10.48580/d9jl.v78
title: A new species of Amphinemura (Plecoptera: Nemouridae) from Vietnam, with additions to A. bimaculata Li, Wang and Yang, 2016
DOI: 10.48580/d9j9.v81
title: Tulipa albanica (Liliaceae), a new species from northeastern Albania
DOI: 10.48580/d9ht.v70
title: Smelowskia sunhangii (Brassicaceae), a new species from China, with a re-evaluation of the S. tibetica complex
DOI: 10.48580/d9hw.v84
title: Nova Espécie Do Gênero Galissus Dupont (Coleoptera, Cerambycidae) E Chave Para Identificação Das Espécies
DOI: 10.48580/d9j4.v80
title: Rafflesia verrucosa (Rafflesiaceae), a new species of small-flowered Rafflesia from eastern Mindanao, Philippines
DOI: 10.48580/d9hq.v82
title: A new species of Hibiscus (Malvaceae) from Madagascar
DOI: 10.48580/d9hr.v73
title: A new, unusually dark, typhlocybine leafhopper (Hemiptera, Cicadellidae, Typhlocybinae, Erythroneurini) from China
DOI: 10.48580/d9h2.v71
title: The true colours of the Formidable Pygmy Grasshopper (Notocerus formidabilis Guenther, 1974) from the Sava region (Madagascar)
DOI: 10.48580/d9hh.v80
title: New record of Ectreposebastes niger (Fourmanoir, 1971) (Setarchidae, Scorpaeniformes): a rare bathypelagic fish from La Pérouse Seamount, Western Indian Ocean, and distribution of Ectreposebastes Garman, 1899 in the Indian Ocean
DOI: 10.48580/d9gx.v84
title: Inundicola Bravo, Isler, and Brumfield 2013 is a junior synonym of Akletos Dunajewski 1948 (Aves: Passeriformes: Thamnophilidae)
DOI: 10.48580/d9gy.v78
title: Caecilita Wake & Donnelly, 2010 (Amphibia: Gymnophiona) is not lungless: implications for taxonomy and for understanding the evolution of lunglessness
DOI: 10.48580/d9gj.v84
title: A new species of Neotraginops Prado (Diptera: Odiniidae) from Mexico and Belize, with additional records for Odinia coronata Sabrosky in Mesoamerica
DOI: 10.48580/d9gw.v80
title: First occurrence of Beroe forskalii (Ctenophora) in South American Atlantic coastal waters, with notes on the use of macrociliary patterns for beroid identification
DOI: 10.5517/cc5yh6s
title: CCDC 177295: Experimental Crystal Structure Determination

description: Related Article: K.Nakata, H.Miyasaka, K.Sugimoto, T.Ishii, K.Sugiura, M.Yamashita|2002|Chem.Lett.|31|658|doi:10.1246/cl.2002.658
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc5mgv2
title: CCDC 167674: Experimental Crystal Structure Determination

description: Related Article: Xing-Mei Ouyang, Bao-Li Fei, T.Okamura, Wei-Yin Sun, Wen-Xia Tang, N.Ueyama|2002|Chem.Lett.|31|362|doi:10.1246/cl.2002.362
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc5xwpm
title: CCDC 176721: Experimental Crystal Structure Determination

description: Related Article: N.A.Bokach, M.Haukka, A.J.L.Pombeiro, S.N.Morozkina, V.Yu.Kukushkin|2002|Inorg.Chim.Acta|336|95|doi:10.1016/S0020-1693(02)00867-8
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc5xwqn
title: CCDC 176722: Experimental Crystal Structure Determination

description: Related Article: N.A.Bokach, M.Haukka, A.J.L.Pombeiro, S.N.Morozkina, V.Yu.Kukushkin|2002|Inorg.Chim.Acta|336|95|doi:10.1016/S0020-1693(02)00867-8
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc63q22
title: CCDC 182313: Experimental Crystal Structure Determination

description: Related Article: A.M.Kutasi, S.R.Batten, A.R.Harris, B.Moubaraki, K.S.Murray|2002|Aust.J.Chem.|55|311|doi:10.1071/CH02065
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc6kh9j
title: CCDC 195557: Experimental Crystal Structure Determination

description: Related Article: A.Dondoni, A.Massi, S.Sabbatini, V.Bertolasi|2002|J.Org.Chem.|67|6979|doi:10.1021/jo0202076
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc64rmp
title: CCDC 183322: Experimental Crystal Structure Determination

description: Related Article: L.Canovese, F.Visentin, G.Chessa, C.Santo, P.Uguagliati, L.Maini, M.Polito|2002|J.Chem.Soc.,Dalton Trans.||3696|doi:10.1039/b203608h
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc64rnq
title: CCDC 183323: Experimental Crystal Structure Determination

description: Related Article: L.Canovese, F.Visentin, G.Chessa, C.Santo, P.Uguagliati, L.Maini, M.Polito|2002|J.Chem.Soc.,Dalton Trans.||3696|doi:10.1039/b203608h
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc64rpr
title: CCDC 183324: Experimental Crystal Structure Determination

description: Related Article: L.Canovese, F.Visentin, G.Chessa, C.Santo, P.Uguagliati, L.Maini, M.Polito|2002|J.Chem.Soc.,Dalton Trans.||3696|doi:10.1039/b203608h
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc6947v
title: CCDC 187526: Experimental Crystal Structure Determination

description: Related Article: S.S.Kuduva, N.Avarvari, M.Fourmigue|2002|J.Chem.Soc.,Dalton Trans.||3686|doi:10.1039/b205594p
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc6948w
title: CCDC 187527: Experimental Crystal Structure Determination

description: Related Article: S.S.Kuduva, N.Avarvari, M.Fourmigue|2002|J.Chem.Soc.,Dalton Trans.||3686|doi:10.1039/b205594p
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc6949x
title: CCDC 187528: Experimental Crystal Structure Determination

description: Related Article: S.S.Kuduva, N.Avarvari, M.Fourmigue|2002|J.Chem.Soc.,Dalton Trans.||3686|doi:10.1039/b205594p
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc5zccv
title: CCDC 178137: Experimental Crystal Structure Determination

description: Related Article: S.Nowaczyk, C.Alayrac, P.Metzner, M.-T.Averbuch-Pouchot|2002|J.Org.Chem.|67|6852|doi:10.1021/jo0258610
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc6kkx6
title: CCDC 195638: Experimental Crystal Structure Determination

description: Related Article: N.S.Kumar, P.Kommana, J.J.Vittal, K.C.K.Swamy|2002|J.Org.Chem.|67|6653|doi:10.1021/jo011150a
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc6kky7
title: CCDC 195639: Experimental Crystal Structure Determination

description: Related Article: N.S.Kumar, P.Kommana, J.J.Vittal, K.C.K.Swamy|2002|J.Org.Chem.|67|6653|doi:10.1021/jo011150a
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc6kkz8
title: CCDC 195640: Experimental Crystal Structure Determination

description: Related Article: N.S.Kumar, P.Kommana, J.J.Vittal, K.C.K.Swamy|2002|J.Org.Chem.|67|6653|doi:10.1021/jo011150a
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc6kl0b
title: CCDC 195641: Experimental Crystal Structure Determination

description: Related Article: N.S.Kumar, P.Kommana, J.J.Vittal, K.C.K.Swamy|2002|J.Org.Chem.|67|6653|doi:10.1021/jo011150a
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc6kl1c
title: CCDC 195642: Experimental Crystal Structure Determination

description: Related Article: W.Pitsch, M.Klein, M.Zabel, B.Konig|2002|J.Org.Chem.|67|6805|doi:10.1021/jo025998q
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.