cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.jhegx6
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Scinax melloi (Peixoto, 1989)"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042991-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/fzmrgq
title: Projet de parc éolien de Keranna (22) - Inventaire des mammifères terrestres pour le projet éolien de Keranna (22)

description: Inventaire des mammifères terrestres (hors chiroptères) effectué dans le cadre de l'étude d'impact du projet éolien de Keranna en 2012-2013
DOI: 10.15468/dl.secxej
title: Occurrence Download

description: A dataset containing 3674 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pityogenes quadridens (Hartig, 1834) Hartig, 1834"
 ]
}

 The dataset includes 3674 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003796-190307172214381/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.99sxa8
title: Occurrence Download

description: A dataset containing 17689 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 (Conyza bonariensis (L.) Cronquist)"
 ]
}

 The dataset includes 17689 records from 466 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0084444-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/yp8xvzjktn.1
title: Data on global near-surface CO2 during 2015–2021 based on remote sensing and machine learning model

description: Data for the manuscript entitled "Estimation, spatiotemporal variations, and impact factors of global near-surface CO2 during 2015–2021 based on remote sensing and machine learning model"
DOI: 10.17632/hx7wmnfsb3.1
title: Substance over Style: Calf characteristics drive maternal care in Indo-Pacific bottlenose dolphins

description: Individual variation in behavior is the substrate for selection. In bottlenose dolphins, individuals have been shown to have repeatable behavioral strategies that persist over decades. To what extent might such persistent individual differences impact maternal care (i.e., maternal style), or is care instead determined more by calf characteristics? Based on 40+ years of study of Indo-Pacific bottlenose dolphins (Tursiops aduncus) in Shark Bay, Australia, we investigate patterns of maternal care and its impact on post-weaning survival. Using focal follow data (n=428 follows) of 22 mothers of 68 calves, we examine maternal behavior when calves were &lt;2 years old. Behavioral metrics include infant position, a type of mother-infant contact and ‘carrying’ used as a proxy for direct maternal care, time spent together, and behavior while together. Maternal care metrics were not individually repeatable; rather, calf characteristics such as age and condition were more important in determining the amount of maternal care. Somewhat paradoxically, calves that did not survive to age 4 (average age of weaning in this population) and those who weaned later than average, received more direct maternal care than those who survived, suggesting mothers try to compensate for calf condition. In sum, unlike altricial mammals where mothers have direct control over offspring (by carrying and caching), patterns of maternal care are largely driven by the attributes of the calf in this precocial species.
DOI: 10.15468/dl.jwh4py
title: Occurrence Download

description: A dataset containing 3260 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lampanyctus alatus Goode & Bean, 1896",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 3260 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004117-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17487036
title: UV-degraded polyethylene exhibits variable charge and enhanced cation adsorption

description: Supporting information, code, and data for manuscript "UV-degraded polyethylene exhibits variable charge and enhanced cation adsorption"
DOI: 10.5281/zenodo.14498346
title: Cursive Character

description: CursiveCharacterPrediction




Cursive character (CC) recognition faces challenges owing to multifarious CC writing styles and complex character structures. Therefore, a universal CC identification system is essential. This paper proposes a novel deep learning-based CC prediction model and describes the development and implementation of a corresponding mobile application. The proposed model comprises three primary steps: data collection (in which images are collected and cleaned); image preprocessing (where images are normalized, resized, and augmented); and prediction (involving hyperparameter optimization, regularization, and prediction by deep learning models). Transfer learning from convolutional neural networks such as ResNet, DenseNet, VGG, and EfficientNet is also employed. The model was comparatively evaluated on a dataset comprising Wang Xizhi's Grass Jue Song and Cursive Thousand Characters images. Using DenseNet-201, it exhibited superior performance, with accuracy, precision, recall, and F1-score of 0.92, 0.92, 0.93, and 0.92, respectively. Furthermore, the CC prediction application allows users to input CCs and obtain accurate prediction results.




Getting started



Setup Environment








Clone the repository: git clone https://github.com/LeeKwonWoo/CursiveCharacterPrediction.git

Installed the requierement:



Python version 3.8.0

TensorFlow 2.5.0 library

CUDA-Toolkit 11.0

Virtual device with Android version 9

Model’s name Nexus 5X, API 28

Application's SDK was 30










Android Implementation


To explore the Android implementation, open the Cursive_Character/ directory in Android Studio. This directory contains all the code, resources, and build scripts needed to run the mobile application. Make sure your Android Virtual Device (AVD) matches the specified configuration to properly test the app.



Notes on Reproducibility








Environment Consistency: Ensure you use Python 3.8.0 and TensorFlow 2.5.0 to match the original training conditions.

Dataset Version: Download the dataset from the provided DOI link.

Virtual Device Configuration: Use the specified virtual device settings (Nexus 5X, Android 9, API 28) and application SDK version 30 to replicate the environment where the model was deployed and tested.




Dataset


The dataset could be downloaded from Zenodo at the DOI: https://doi.org/10.5281/zenodo.14745650

 Model

 After downloading the complete repository, run the following:

 



python PredictServer.py





Reference:


(Not Yet availabel)
DOI: 10.5281/zenodo.17322100
title: Cursive Character

description: CursiveCharacterPrediction




Cursive character (CC) recognition faces challenges owing to multifarious CC writing styles and complex character structures. Therefore, a universal CC identification system is essential. This paper proposes a novel deep learning-based CC prediction model and describes the development and implementation of a corresponding mobile application. The proposed model comprises three primary steps: data collection (in which images are collected and cleaned); image preprocessing (where images are normalized, resized, and augmented); and prediction (involving hyperparameter optimization, regularization, and prediction by deep learning models). Transfer learning from convolutional neural networks such as ResNet, DenseNet, VGG, and EfficientNet is also employed. The model was comparatively evaluated on a dataset comprising Wang Xizhi's Grass Jue Song and Cursive Thousand Characters images. Using DenseNet-201, it exhibited superior performance, with accuracy, precision, recall, and F1-score of 0.92, 0.92, 0.93, and 0.92, respectively. Furthermore, the CC prediction application allows users to input CCs and obtain accurate prediction results.




Getting started



Setup Environment








Clone the repository: git clone https://github.com/LeeKwonWoo/CursiveCharacterPrediction.git

Installed the requierement:



Python version 3.8.0

TensorFlow 2.5.0 library

CUDA-Toolkit 11.0

Virtual device with Android version 9

Model’s name Nexus 5X, API 28

Application's SDK was 30










Android Implementation


To explore the Android implementation, open the Cursive_Character/ directory in Android Studio. This directory contains all the code, resources, and build scripts needed to run the mobile application. Make sure your Android Virtual Device (AVD) matches the specified configuration to properly test the app.



Notes on Reproducibility








Environment Consistency: Ensure you use Python 3.8.0 and TensorFlow 2.5.0 to match the original training conditions.

Dataset Version: Download the dataset from the provided DOI link.

Virtual Device Configuration: Use the specified virtual device settings (Nexus 5X, Android 9, API 28) and application SDK version 30 to replicate the environment where the model was deployed and tested.




Dataset


The dataset could be downloaded from Zenodo at the DOI: https://doi.org/10.5281/zenodo.14745650

 Model

 After downloading the complete repository, run the following:

 



python PredictServer.py





Reference:


(Not Yet availabel)
DOI: 10.15468/dl.zb3gcv
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Boechera serpenticola Windham & Al-Shehbaz"
 ]
}

 The dataset includes 26 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0156448-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s6nfr6
title: Occurrence Download

description: A dataset containing 273 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is Duckeodendron cestroides Kuhlm."
 ]
}

 The dataset includes 273 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0185420-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2ac6j3
title: Occurrence Download

description: A dataset containing 43 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Boechera saximontana (Rollins) Windham & Al-Shehbaz"
 ]
}

 The dataset includes 43 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0156451-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xtsdfg
title: Occurrence Download

description: A dataset containing 18513 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Larus belcheri Vigors, 1829"
 ]
}

 The dataset includes 18513 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0242934-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g3vb8a
title: Occurrence Download

description: A dataset containing 94 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Greece",
 "GadmGid is GRC.7.2_1",
 "TaxonKey is Hypericum perforatum L."
 ]
}

 The dataset includes 94 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0185424-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8stysu
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Boechera pusilla (Rollins) Dorn"
 ]
}

 The dataset includes 11 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0156468-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2awcfy
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((16.96382 30.68562,40.02725 30.68562,40.02725 39.91577,16.96382 39.91577,16.96382 30.68562))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Scomberomorus commerson (Lacepède, 1800)"
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0150880-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7qds22
title: Occurrence Download

description: A dataset containing 1075 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (India, Nepal, Thailand, Viet Nam)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Rusa unicolor (Kerr, 1792)",
 "Year 1970-2022"
 ]
}

 The dataset includes 1075 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0170194-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rteekz
title: Occurrence Download

description: A dataset containing 19363656 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 19363656 records from 3092 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0222235-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/ldb-68h-8lt
title: Conus spectrum Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/861-vyr-p26
title: Conus planorbis Born, 1778

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nkk-1vm-svw
title: Crisilla semistriata (Montagu, 1808)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dj4-6bx-pfe
title: †Raphitoma echinata (Brocchi, 1814)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qac-nld-rn3
title: Conus striatus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4th-nnr-d1s
title: Reticunassa crenulicostata (Shuto, 1969)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pl3-eez-rlt
title: Conus regius Gmelin, 1791

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/l5d-9ef-rxe
title: Fulvia laevigata (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/f38-tlg-psf
title: Laevicardium pictum (Ravenel, 1861)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mey-9nm-348
title: Nassarius sufflatus (A. Gould, 1860)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/j4p-ehv-2v1
title: Eurytellina lineata (W. Turton, 1819)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6v2-xyb-vtm
title: Carychium minimum O. F. Müller, 1774

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8ef-k78-ajb
title: Conus musicus Hwass, 1792

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/d3k-kes-q4y
title: Conus princeps Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jy5-zd5-sln
title: Cerithium traillii G. B. Sowerby II, 1855

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1rk-wg0-t8r
title: Clanculus personatus (R. A. Philippi, 1849)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/e21-ykh-711
title: Oxymeris areolata (Link, 1807)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/r1l-0e3-1k5
title: Lyria delessertiana (Petit de la Saussaye, 1842)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/16p-jbj-amn
title: Neptunea tuberculata (Yokoyama, 1929)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/y4j-e6y-26h
title: Ostreidae Rafinesque, 1815

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/914-7pp-kzc
title: Viviparus Montfort, 1810

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tlh-e3d-5aw
title: Phos textus (Gmelin, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/a3n-tnj-hxq
title: Phenacovolva brevirostris (Schumacher, 1817)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wqz-9ka-gbe
title: Conus planorbis Born, 1778

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3zl-wbw-ww3
title: Nassarius capensis (Dunker, 1846)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1al-3wr-fxj
title: Nassarius gayii (Kiener, 1834)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/y5c-02p-sab
title: Cochlostoma henricae insigne (De Betta, 1870)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/63v-0tm-8lm
title: Gyrineum natator (Röding, 1798)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ger-73t-pc8
title: Conus planorbis Born, 1778

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6ly-16b-eec
title: Lucapina J. E. Gray, 1835

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ll9-hpt-qc7
title: Cerithiella metula (Lovén, 1846)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qh0-9xk-w37
title: Nerita albicilla Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4l4-jsm-wx3
title: Cerithium coralium Kiener, 1841

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/aa1-ahq-myc
title: Nerita adenensis Mienis, 1978

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bq5-5pn-a7y
title: Volvarina heterozona Jousseaume, 1875

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mnr-bls-rp6
title: Pseudonebularia fraga (Quoy & Gaimard, 1833)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ppv-qfw-kst
title: Conus planorbis Born, 1778

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6y7-g3n-f45
title: Eobania vermiculata (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/m7l-yge-zpf
title: Nassarius Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3nm-4qq-t6k
title: Conus peli Moolenbeek, 1996

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tpp-h7t-xmq
title: Conasprella mindana (Hwass, 1792)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/219-tzr-wa7
title: Cerithium nodulosum Bruguière, 1792

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/l23-00r-dpt
title: Conus coronatus Gmelin, 1791

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6ba-kks-1w8
title: Epitonium clathratulum (Kanmacher, 1798)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/y14-h0l-bta
title: Cyphoma gibbosum (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/db8-n1v-zeb
title: Phosinella cancellata (R. A. Philippi, 1847)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dwf-n2n-63y
title: Spondylus tenuis Schreibers, 1793

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gfp-pyq-tcm
title: Turritriton labiosus (W. Wood, 1828)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.znat7u
title: Occurrence Download

description: A dataset containing 688 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Rhyticeros subruficollis)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 688 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006210-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/8y6-aaw-c48
title: Theta chariessa (R. B. Watson, 1881)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xjr-ezq-780
title: Steromphala adansonii (Payraudeau, 1826)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/q55-cv1-yc8
title: Siphonaria serrata (Fischer von Waldheim, 1807)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/34k-rbz-5hb
title: Macoploma tenta (Say, 1838)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xq4-glx-xv9
title: Discotectonica acutissima (G. B. Sowerby III, 1914)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dbp-wlz-bnw
title: Domiporta granatina (Lamarck, 1811)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.