cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/x66-etb-f8w
title: Lotus corniculatus L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.tq4fys
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mammea americana",
 "Country is Cuba",
 "HasCoordinate is true"
 ]
}

 The dataset includes 18 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070845-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/7p1-016-cv5
title: Ononis reclinata L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/cqw-teq-w0x
title: Ononis natrix L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/14z-esh-n34
title: Medicago polymorpha L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/17f-wb5-xtf
title: Medicago laciniata (L.) Mill.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/l79-lmt-14m
title: Carex remota L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/cg2-acj-wdy
title: Potamogeton L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/eh2-byr-saj
title: Rubus L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/pzn-1gt-z0q
title: Euphrasia officinalis subsp. pratensis (Fr.) Schübl. & G. Martens

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ysa-ptj-gna
title: Euphrasia officinalis subsp. pratensis (Fr.) Schübl. & G. Martens

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/plr-we0-dk7
title: Torilis arvensis (Huds.) Link

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/vt8-pf5-kgl
title: Cruciata pedemontana (Bellardi) Ehrend.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/4qt-k32-mna
title: Eleocharis palustris (L.) Roem. & Schult.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ma3-aet-ees
title: Alliaria petiolata (M. Bieb.) Cavara & Grande

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ps9-ztw-b4m
title: Onobrychis kotschyana Fenzl

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/rxx-t3k-p5q
title: Euphrasia hirtella Jord. ex Reut.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/1p8-4rl-bfp
title: Crepis tectorum L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/csg-zvn-xkr
title: Centaurea L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ke4-bqz-yyz
title: Allium rotundum L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ybs-s1c-4zr
title: Helianthemum Mill.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/afk-2m7-rjy
title: Onobrychis transcaucasica Grossh.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/3ty-0bj-dra
title: Colpodium Trin.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/6l2-l7g-6q3
title: Allium rotundum L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/p1d-r5a-jbj
title: Salvia hydrangea DC. ex Benth.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/p8e-l3n-l9d
title: Aegilops tauschii Coss.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/76p-tl3-b9f
title: Carex acuta L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ym5-3e5-gyq
title: Quercus macranthera Fisch. & C.A.Mey. ex Hohen.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/bwy-1g9-lll
title: Carex diandra Schrank

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/cmz-cvb-sf5
title: Dicotyledoneae DC.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/e72-lw0-vem
title: Cuscuta balansae Boiss. & Reut. ex Engelm.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/6n6-9p7-8fp
title: Carex acutiformis Ehrh.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/r53-sxt-kr2
title: Stipa arabica Trin. & Rupr.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.dudpfm
title: Occurrence Download

description: A dataset containing 294 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Korea, Republic of",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Bromus remotiflorus"
 ]
}

 The dataset includes 294 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070846-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/1sy-tzr-nxm
title: Stipa pulcherrima K.Koch

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/wgb-n5d-zb4
title: Carex orbicularis Boott

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/2s8-k44-g0f
title: Achillea nobilis L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/n8t-5bx-nzm
title: Filipendula vulgaris Moench

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/2gj-mqj-ahf
title: Torilis leptophylla (L.) Rchb. fil.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/rnl-ern-x1w
title: Achillea tenuifolia Lam.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/cns-jvy-b7q
title: Stipa holosericea Trin.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/jy5-agz-nb3
title: Stipa arabica Trin. & Rupr.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.fettqh
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Geranium nepalense",
 "HasCoordinate is TRUE",
 "Country is Korea, Republic of"
 ]
}

 The dataset includes 30 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070847-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/afz-c2z-aaj
title: Carex melanostachya M.Bieb. ex Willd.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ctg-thg-nc1
title: Festuca Tourn. ex L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.xqhz4u
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Erigeron karvinskianus",
 "Country is Eswatini",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070849-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/4gk-0ea-zgl
title: Allium pseudoflavum Vved.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.nnw6ca
title: Occurrence Download

description: A dataset containing 136 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Korea, Republic of",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Sanguisorba hakusanensis"
 ]
}

 The dataset includes 136 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070850-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/896-x8b-642
title: Ephedra Tourn. ex L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/w0l-x5e-83y
title: Equisetum arvense L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/fcr-ynn-q1p
title: Pulicaria dysenterica (L.) Bernh.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/r6m-rl6-rbj
title: Asplenium viride Huds.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.5281/zenodo.15834023
title: DeepSegRock

description: Since Google Drive and Zenodo have very limited storage space, our dataset requires approximately 200GB of storage space, so we uploaded the dataset to BaiduNet. The relevant synchronization instructions are also published on the GitHub platform (https://github.com/ZhangGroup-JLU/DeepSegRock). We have released the segmentation benchmark, namely DeepSegRock, which includes two datasets: the Linear Rock Mass Discontinuity Segmentation Dataset (LRMDSD) and the Planar Rock Mass Discontinuity Segmentation Dataset (PRMDSD). If you are in China, it will be more convinient to download with BaiduNet. Below are the download links and extraction codes for the datasets. If you have any questions, please feel free to contact me at litengyue@jlu.edu.cn or ltyouc@qq.com.

Website Link: https://pan.baidu.com/s/1S8DdemL1CbE7mrZgGSXiMQ

Extract Code: 66ps

For visiting the Baidu Net on a windows computer, one can access the following website: https://www.baidu.com/link?url=Vc9deB4dvzPYiItTBh7xriHpna2RuYUMfEYfjZ7o03y&wd=&eqid=fdf7d5180472f68f0000000667511c70

The segmentation benchmark of the paper "DeepSegRock: A Pixel-Level Segmentation Benchmark for Rock Mass Discontinuity Recognition With Deep Learning Architectures"

Due to the critical significance of rock mass discontinuities in controlling slope stability, they have attracted considerable attention in precisely recognizing such geological features. Recently, researchers have employed numerous deep learning algorithms to advance the study of rock mass discontinuity recognition. However, these algorithms are primarily evaluated using synthetic datasets or a limited number of selected real-world images, leaving unclear how they perform on images captured in complex practical scenarios and how to measure research progress in this field. To bridge this research gap, a pixel-level segmentation benchmark for rock mass discontinuity is proposed in this paper, namely DeepSegRock, which includes the Linear Rock Mass Discontinuity Segmentation Dataset (LRMDSD) and the Planar Rock Mass Discontinuity Segmentation Dataset (PRMDSD). This benchmark presents the comprehensive perceptual study and analysis of rock mass discontinuity segmentation using large-scale real-world images of high-steep rock slopes. LRMDSD contains over 300, 000 linear rock mass discontinuities, PRMDSD includes more than 320, 000 planar rock mass discontinuities. Based on this segmentation benchmark, a comprehensive qualitative and quantitative deep learning study of current mainstream rock mass discontinuity segmentation algorithms is conducted. These deep learning models trained using the proposed segmentation benchmark in this study offer a new solution for acquiring rock mass discontinuity parameter information in engineering geology, thereby promoting the development of fine-grained automatic interpretation of rock mass discontinuities.
DOI: 10.5281/zenodo.15834024
title: DeepSegRock

description: Since Google Drive and Zenodo have very limited storage space, our dataset requires approximately 200GB of storage space, so we uploaded the dataset to BaiduNet. The relevant synchronization instructions are also published on the GitHub platform (https://github.com/ZhangGroup-JLU/DeepSegRock). We have released the segmentation benchmark, namely DeepSegRock, which includes two datasets: the Linear Rock Mass Discontinuity Segmentation Dataset (LRMDSD) and the Planar Rock Mass Discontinuity Segmentation Dataset (PRMDSD). If you are in China, it will be more convinient to download with BaiduNet. Below are the download links and extraction codes for the datasets. If you have any questions, please feel free to contact me at litengyue@jlu.edu.cn or ltyouc@qq.com.

Website Link: https://pan.baidu.com/s/1S8DdemL1CbE7mrZgGSXiMQ

Extract Code: 66ps

For visiting the Baidu Net on a windows computer, one can access the following website: https://www.baidu.com/link?url=Vc9deB4dvzPYiItTBh7xriHpna2RuYUMfEYfjZ7o03y&wd=&eqid=fdf7d5180472f68f0000000667511c70

The segmentation benchmark of the paper "DeepSegRock: A Pixel-Level Segmentation Benchmark for Rock Mass Discontinuity Recognition With Deep Learning Architectures"

Due to the critical significance of rock mass discontinuities in controlling slope stability, they have attracted considerable attention in precisely recognizing such geological features. Recently, researchers have employed numerous deep learning algorithms to advance the study of rock mass discontinuity recognition. However, these algorithms are primarily evaluated using synthetic datasets or a limited number of selected real-world images, leaving unclear how they perform on images captured in complex practical scenarios and how to measure research progress in this field. To bridge this research gap, a pixel-level segmentation benchmark for rock mass discontinuity is proposed in this paper, namely DeepSegRock, which includes the Linear Rock Mass Discontinuity Segmentation Dataset (LRMDSD) and the Planar Rock Mass Discontinuity Segmentation Dataset (PRMDSD). This benchmark presents the comprehensive perceptual study and analysis of rock mass discontinuity segmentation using large-scale real-world images of high-steep rock slopes. LRMDSD contains over 300, 000 linear rock mass discontinuities, PRMDSD includes more than 320, 000 planar rock mass discontinuities. Based on this segmentation benchmark, a comprehensive qualitative and quantitative deep learning study of current mainstream rock mass discontinuity segmentation algorithms is conducted. These deep learning models trained using the proposed segmentation benchmark in this study offer a new solution for acquiring rock mass discontinuity parameter information in engineering geology, thereby promoting the development of fine-grained automatic interpretation of rock mass discontinuities.
DOI: 10.3535/jta-h95-k11
title: Asplenium quadrivalens (D. E. Mey.) Landolt

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/td6-y53-n5q
title: Dryopteris filix-mas (L.) Schott

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/jv4-2g5-jbg
title: Pilosella bauhini subsp. rubrobauhinii (Schelk. & Zahn)

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/4rr-zll-sv5
title: Cota triumfetti (L.) Gay

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/zf6-nqk-35w
title: Lotus corniculatus L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/9lz-pth-zn6
title: Cousinia Cass.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/kpy-2fk-kcz
title: Gentiana cruciata L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/7x1-ms5-1tr
title: Nepeta trautvetteri Boiss. & Buhse

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/xj2-4bd-xst
title: Carex pilosa Scop.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/adc-w22-0hc
title: Carex sylvatica Huds.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/veq-yl4-55n
title: Euphorbia seguieriana Neck.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ej0-gq2-dzz
title: Rubus L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/25j-p6s-82r
title: Salvia limbata C.A.Mey.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ayb-kqx-nd4
title: Carex pilulifera L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/s3d-wkx-hcx
title: Poaceae

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/t0y-snf-dhp
title: Acanthophyllum C. A. Mey.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/dbg-sgn-2cx
title: Prunus spinosa L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/gjp-66a-39n
title: Arrhenatherum elatius (L.) P.Beauv. ex J.Presl & C.Presl

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.gd69ns
title: Occurrence Download

description: A dataset containing 51 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Erigeron karvinskianus",
 "Country is El Salvador",
 "HasCoordinate is true"
 ]
}

 The dataset includes 51 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070848-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/x5m-wr9-s69
title: Dryopteris carthusiana (Vill.) H. P. Fuchs

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/2xl-k05-c5m
title: Echinops orientalis Trautv.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/swv-69k-sxw
title: Galeopsis pubescens Besser

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/77y-mdg-jzz
title: Blechnum spicant (L.) Roth

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/cpz-kjv-vfj
title: Parietaria elliptica K. Koch

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/zz8-jnk-gbw
title: Matteuccia struthiopteris (L.) Tod.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/g7b-7k3-9qc
title: Melampyrum arvense L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/zbm-vrl-la4
title: Woodwardia radicans (L.) Sm.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/9da-4b2-h66
title: Equisetum fluviatile L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/jnx-nnb-0g1
title: Pseudathyrium alpestre subsp. alpestre

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/fpl-ber-vy5
title: Polygonum cognatum Meisn.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/w7b-s2x-sc6
title: Alyssum tortuosum Willd.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/6t8-k53-aqq
title: Euphrasia L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/pjy-v70-g9v
title: Pilosella bauhini subsp. bauhini

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/pdj-65v-0l6
title: Convolvulus cantabrica L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/0l2-kk9-cj9
title: Sterigmostemum incanum M. Bieb.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/x0v-yfr-c88
title: Equisetum palustre L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/2qv-lwh-0hl
title: Linum tenuifolium L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/glj-g3j-zz5
title: Thymus L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/753-j7y-pr3
title: Scleranthus annuus L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/88v-ksl-zjm
title: Asplenium trichomanes L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/g6q-d8m-kf9
title: Rubus fasciculatus P. J. Müll.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/cw2-dne-0t9
title: Symphytum asperum Lepech.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/f1k-s85-91d
title: Tragopogon reticulatus Boiss. & A. Huet

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/les-1l9-01b
title: Nardus stricta L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/zsb-wmw-xhk
title: Jacobaea erucifolia (L.) G. Gaertn., B. Mey. & Scherb.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/4cm-5mj-005
title: Asplenium csikii Kümmerle & András.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/deb-rt9-2yj
title: Polygala hohenackeriana Fisch. & C. A. Mey.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/6x5-813-j75
title: Rosa spinosissima L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/jkk-z6x-m5m
title: Asteraceae Dumort.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/8d8-r0m-d00
title: Sedum L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/j8a-axc-mpf
title: Hedysarum micropterum Bunge ex Boiss.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/t1r-mye-c38
title: Stipa araxensis Grossh.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/58x-9ht-t7c
title: Ornithogalum L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/rpg-0hh-yxx
title: Minuartia setacea (Thuill.) Hayek

description: Digital Specimen for the physical specimen hosted at University of Graz.