cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/k9e-83z-jls
title: Bryozoa

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/6kr-4s0-1kp
title: Favosites

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/sgq-kwn-mac
title: Tryplasma

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.25582/data.2024-03.3080272/2543986
title: Data for EMSL Project 51287 from March 2024
DOI: 10.3535/k3z-lap-k6x
title: †Fistulipora przhidolensis Kopajevich, 1990

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/qeh-bc3-jw6
title: Cornulites

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.6084/m9.figshare.28711688.v1
title: Panoramic Virus Discovery Data Chain Biocurators Curation Protocol

description: The Panoramic Virus Discovery Data Chain (PVDDC) is a comprehensive dataset that records the full spectrum of virus discovery processes, including high-quality viral sampling epidemiology, viral classification, host taxonomy, associated literature, and genomic findings, along with reagents, consumables, and their intended purposes.This protocol outlines a standardized process for biocurators to review and correct biological data. Its primary goals are to ensure data accuracy, maintain consistency across datasets, and minimize unintentional bias that may stem from curators’ expertise or prior knowledge. By adhering to this protocol, curators will produce high-quality, reliable data that supports scientific research and collaboration.
DOI: 10.3535/dj2-fl5-te2
title: †Leangella Öpik, 1933

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/f68-ccm-2gl
title: †Eoplectodonta Kozlowski, 1929

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/9bz-85e-bx3
title: Bryozoa

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/mc3-9jz-1sx
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.25582/data.2024-03.3080274/2543987
title: Data for EMSL Project 51287 from March 2024
DOI: 10.3535/hve-sh8-jkl
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/yxf-caz-1gh
title: Craniidae Menke, 1828

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/jsk-klx-3t8
title: Cyathopodium Verrill, 1868

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/kqs-wtg-a11
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/9vj-psb-cp5
title: †Eoplectodonta Kozlowski, 1929

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/bnz-9m8-n3q
title: †Eoplectodonta Kozlowski, 1929

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/ab3-5l3-fgk
title: Cyathopodium Verrill, 1868

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/jpq-pfz-qrg
title: †Eoplectodonta Kozlowski, 1929

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.25582/data.2024-03.3080276/2543988
title: Data for EMSL Project 51287 from March 2024
DOI: 10.3535/f3d-n6p-kfl
title: †Eoplectodonta Kozlowski, 1929

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/xh5-85x-v4z
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/3wz-rhn-nen
title: †Tentaculites Schlotheim, 1820

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/xva-990-1jc
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/zck-a5p-lns
title: Dartmuthia gemmifera

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/5hr-wys-sb2
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/f9h-gdn-xfa
title: †Eoplectodonta Kozlowski, 1929

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.25582/data.2024-03.3080277/2543989
title: Data for EMSL Project 51287 from March 2024
DOI: 10.3535/3xj-fc1-4zc
title: †Protochonetes Muir-Wood, 1962

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/zn6-zkg-0me
title: Anticalyptraea calyptrata

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/dpc-yvx-17f
title: †Katastrophomena Cocks, 1968

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/mqw-7v2-6g5
title: Anticalyptraea calyptrata

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/5sl-wm5-s17
title: Anticalyptraea calyptrata

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/rrt-fth-3py
title: †Katastrophomena Cocks, 1968

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.25582/data.2024-03.3080278/2543990
title: Data for EMSL Project 51287 from March 2024
DOI: 10.3535/tkj-9yg-q5t
title: †Hesperorthis Schuchert & Cooper, 1931

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/z2l-4yc-v5z
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/al4-5hl-mck
title: †Skenidioides Schuchert & Cooper, 1931

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/xdr-7lw-fky
title: †Skenidioides Schuchert & Cooper, 1931

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.15468/dl.6t8mbq
title: Occurrence Download

description: A dataset containing 560387 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Oryza sativa L."
 ]
}

 The dataset includes 560387 records from 521 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011435-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/jeg-3em-swl
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/n22-n2s-wxj
title: †Skenidioides Schuchert & Cooper, 1931

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.25582/data.2024-03.3080279/2543991
title: Data for EMSL Project 51287 from March 2024
DOI: 10.3535/6ex-755-2bh
title: †Skenidioides Schuchert & Cooper, 1931

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/8qw-fhf-fvz
title: Animalia

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/69g-0gh-vs9
title: Bryozoa

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/p9t-hmg-8kz
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/d63-z11-wj5
title: †Skenidioides Schuchert & Cooper, 1931

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/sbx-5b3-2tg
title: †Jonesea Cocks & Rong, 1989

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.21227/rhv1-9b44
title: all dataset

description: Hyper-spectral unmixing is a technique to estimate the abundances of different endmembers in each mixed pixel of remote sensing images. Deep learning has made significant progress in this area, offering automatic feature extraction, nonlinear pattern recognition, and end-to-end solutions. However, existing deep learning models have not fully utilized the spectral information of endmembers, leading to insufficient data mining. We propose a pixel-based Additive Attention Neural Network (AANN) that uses endmember spectral feature vectors as auxiliary data for training, which helps improve the accuracy of mixed pixel decomposition. Additionally, to validate the influence of adjacent pixels, we developed a spatial-based AANN that adds a convolutional layer to extract spatial features, exploring the endmember decomposition accuracy for various window sizes. Experimental results show: 1. The pixel-based AANN significantly outperformed traditional machine learning and model-based methods; 2. The spatial-based AANN, which incorporated features of neighboring pixels, performed nearly as well as the pixel-based AANN on the Jasper Ridge dataset, but showed a notable 40.5% improvement on the urban dataset; 3. The spatial-based AANN showed the best effect with a 3 × 3 window size. These results indicate that adding spectral information and adjacent pixel information can effectively improve unmixing accuracy.
DOI: 10.25582/data.2024-03.3080280/2543992
title: Data for EMSL Project 51287 from March 2024
DOI: 10.3535/1bl-gyk-agw
title: †Skenidioides Schuchert & Cooper, 1931

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/s26-0j6-s26
title: †Fistulipora przhidolensis Kopajevich, 1990

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/lzl-ck1-19z
title: †Jonesea Cocks & Rong, 1989

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/xr8-z5x-tf1
title: Bryozoa

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/4m4-82l-3mg
title: †Fistulipora przhidolensis Kopajevich, 1990

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/eqb-zvy-0w2
title: limestone

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.25582/data.2024-03.3080281/2543993
title: Data for EMSL Project 51287 from March 2024
DOI: 10.3535/27p-twr-3cc
title: Bryozoa

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/bfl-wcl-hbn
title: Animalia

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/l76-h76-0a4
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/7te-abl-z09
title: †Skenidioides Schuchert & Cooper, 1931

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/fjg-ye1-2vg
title: †Skenidioides Schuchert & Cooper, 1931

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/vh7-bqx-rbf
title: †Skenidioides Schuchert & Cooper, 1931

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/gw1-94r-6ma
title: †Skenidioides Schuchert & Cooper, 1931

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/p94-1n3-fdt
title: †Fistulipora przhidolensis Kopajevich, 1990

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.25582/data.2024-03.3080282/2543994
title: Data for EMSL Project 51287 from March 2024
DOI: 10.3535/c5a-s8k-2sx
title: Animalia

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/tw0-gll-fa8
title: †Fistulipora przhidolensis Kopajevich, 1990

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/xrq-prc-lmm
title: Bryozoa

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/fxv-ncj-6qe
title: Animalia

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/hry-86v-4ex
title: Animalia

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.25582/data.2024-03.3080283/2543995
title: Data for EMSL Project 51287 from March 2024
DOI: 10.3535/a31-j2s-0rj
title: Bryozoa

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/wwc-8kw-lx3
title: †Fistulipora przhidolensis Kopajevich, 1990

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/6a5-fdf-zfq
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/md0-txa-wvm
title: †Skenidioides Schuchert & Cooper, 1931

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/2a7-35r-x3j
title: Animalia

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/sqe-1w1-my4
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.25582/data.2024-03.3080284/2543996
title: Data for EMSL Project 51287 from March 2024
DOI: 10.3535/6y9-mc5-hxz
title: bioclastic grainstone

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/jwx-08g-rn8
title: Animalia

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/82x-y7w-b2j
title: Bryozoa

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/cxh-yjy-jtb
title: Animalia

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/71a-msb-q1m
title: †Hesperorthis Schuchert & Cooper, 1931

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/y77-asf-5rf
title: †Fistulipora przhidolensis Kopajevich, 1990

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.25582/data.2024-03.3080286/2543997
title: Data for EMSL Project 51287 from March 2024
DOI: 10.3535/vhc-fqx-bbx
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/25e-tbk-l30
title: †Leptaena Dalman, 1828

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/xem-tby-khe
title: Graptolithina Bronn, 1849

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/m25-nf7-v1d
title: †Isorthis Kozlowski, 1929

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/r8e-c0a-rt7
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.25582/data.2024-03.3080287/2543998
title: Data for EMSL Project 51287 from March 2024
DOI: 10.3535/5rr-3av-3mj
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/709-zs2-3yn
title: Bryozoa

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/1m3-615-3jc
title: †Fistulipora przhidolensis Kopajevich, 1990

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/6kx-4qr-6jf
title: †Fistulipora przhidolensis Kopajevich, 1990

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/xg3-fnl-xnk
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/58l-ksh-3a3
title: Animalia

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/2jm-075-lxg
title: Bryozoa

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/jyp-zp4-2hg
title: Microconchida

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.25582/data.2024-03.3080288/2543999
title: Data for EMSL Project 51287 from March 2024
DOI: 10.3535/44a-3rf-dx2
title: †Jonesea Cocks & Rong, 1989

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/f7j-41p-d8r
title: †Jonesea Cocks & Rong, 1989

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/8dw-btq-0mw
title: Graptolithina Bronn, 1849

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/98r-x5r-efe
title: Animalia

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/8zn-a70-f1s
title: Bryozoa

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/qxz-y7v-l9d
title: †Fistulipora przhidolensis Kopajevich, 1990

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.25582/data.2024-03.3080289/2544000
title: Data for EMSL Project 51287 from March 2024
DOI: 10.3535/4z2-pny-ldw
title: †Jonesea Cocks & Rong, 1989

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/9zj-al9-7lx
title: Graptolithina Bronn, 1849

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/eqq-5k7-126
title: Animalia

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/g93-lxr-fhq
title: †Eoplectodonta Kozlowski, 1929

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/aqb-dca-aa2
title: Animalia

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/qat-1ta-c1c
title: Graptolithina Bronn, 1849

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.25582/data.2024-03.3080290/2544001
title: Data for EMSL Project 51287 from March 2024
DOI: 10.3535/1dw-e9e-bll
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/h0q-5f1-xqk
title: †Fistulipora przhidolensis Kopajevich, 1990

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/1nh-jjt-rrm
title: †Isorthis Kozlowski, 1929

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/lag-d8d-6yh
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/q35-d5k-zws
title: †Fistulipora przhidolensis Kopajevich, 1990

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.15156/bio/sh1118767.10fu
title: SH1118767.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh1118769.10fu
title: SH1118769.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh1118773.10fu
title: SH1118773.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.