cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.10911442
title: Semantic segmentation model of construction waste landfill based on high-resolution satellite images

description: CWLD_model project shows scripts and instructions on how to use this dataset (https://zenodo.org/records/10686118) to train a segmentation model. requirements.txt files provide the libraries you need to run your project. The README.md document details the deployment process and features of each module.

You can also visit the GitHub page for scripts and instructions on how to use this dataset for visualizing and plotting basic statistics. The models and the code to execute them are released on https://github.com/huangleinxidimejd/CWLD_Model.

Training details

The model was trained with two GPUs, an Nvidia GeForce RTX 2080Ti, and the following parameters:



'train_batch_size': 4,

'val_batch_size': 4,

'train_crop_size': 512,

'val_crop_size': 512,

'lr': 0.001, # the learning rate used during training. It determines how quickly the model learns from the data

'Epoch Times': 200,

'gpu': correct,

'weight_decay': 5E-4,

'Momentum': 0.9,

'print_freq': 100,

'predict_step': 5,


usage



After downloading the dataset from Zenodo, place the train and val files from the Deep Learning Datasets file into the data folder of the CWLD semantic segmentation model.

Open: CWLD_ Open the root directory in CWLD_model/dataset/ and start training with the WasteSeg_Train.py file. The modelss module provides five convolutional networks, Improved_DeeplabV3_plus, PSPNet, ResNet, SegNet, and UNet, which can be selected and modified accordingly.

The utils package provides a large number of data processing tools to use.

The trained model can be predicted from a EvalSeg.py file.
DOI: 10.15468/dl.vbgmxh
title: Occurrence Download

description: A dataset containing 41 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ranunculus pegaeus Hand.-Mazz."
 ]
}

 The dataset includes 41 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091290-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yvwe4q
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhynchosia ledermannii Harms"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091289-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hec978
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ilex verticillata (L.) A.Gray",
 "Country is China",
 "Year is greater than or equal to 1900",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091293-240321170329656/datasets/export for details.
DOI: 10.15468/dl.dqg6pa
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhabdophyllum crassipedicellatum Sosef"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091291-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cnpkrp
title: Occurrence Download

description: A dataset containing 384 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Réseau Loup - Lynx ONCFS - Réseau Loup-Lynx : Répartition communale Régulière du Loup en 2019"
 ]
}

 The dataset includes 384 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091292-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tjs4a4
title: Occurrence Download

description: A dataset containing 1149 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Polypogon fugax Nees ex Steud.",
 "Country is China",
 "Year is greater than or equal to 1900",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1149 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091294-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vxrtu4
title: Occurrence Download

description: A dataset containing 536 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhododendron faberi Hemsl."
 ]
}

 The dataset includes 536 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091295-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vz4uhj
title: Occurrence Download

description: A dataset containing 171 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhynchosia leucoscias Benth. ex Harv."
 ]
}

 The dataset includes 171 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091297-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15129/873f0d6d-16b3-4fab-bc07-9a903bc04d8c
title: Data for: "Microfluidically produced microcapsules with amphiphilic polymer conetwork shells"

description: The data set contains AFM images, confocal laser scanning microscopy images, optical microscopy images, scanning electron microscopy images, a transmission electron microscopy image, fluorescence measurements, FTIR spectra, and thermal analysis data (differential scanning calorimetry and thermogravimetric analysis) of the experiments presented and discussed in the Research Article: S. T. R. Velasquez, A. Belluati, E. Tervoort, I. Mattich, B. Hertel, S. Russell, M. G. Gouveia, P. Grysan, C. Mugemana, A. R. Studart, N. Bruns, Microfluidically produced microcapsules with amphiphilic polymer conetwork shells, Adv. Mater. Technol. 2024, https://doi.org/10.1002/admt.202400109.

The data has been deposited as text files, png or CSV files of the raw data wherever possible.
DOI: 10.15468/dl.yuqrjb
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mauranthemum paludosum (Poir.) Vogt & Oberpr.",
 "Country is China",
 "Year is greater than or equal to 1900",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091299-240321170329656/datasets/export for details.
DOI: 10.15468/dl.hh95fu
title: Occurrence Download

description: A dataset containing 506 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhabdophyllum letestui Farron"
 ]
}

 The dataset includes 506 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091298-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.25533532
title: Topic Extraction Dataset

description: In this dataset, a total of 9691 articles within the medical domain were collected for analysis. Topic extraction was conducted utilizing two distinct methodologies: Textrank and LLM. These approaches were applied in conjunction with the keywords present in the articles, forming the dataset for analysis. The dataset encompasses various fields such as article title, publication year, PMID, keyword listings, topics derived through the Textrank algorithm, and topics identified through LLM.
DOI: 10.6084/m9.figshare.25533532.v1
title: Topic Extraction Dataset

description: In this dataset, a total of 9691 articles within the medical domain were collected for analysis. Topic extraction was conducted utilizing two distinct methodologies: Textrank and LLM. These approaches were applied in conjunction with the keywords present in the articles, forming the dataset for analysis. The dataset encompasses various fields such as article title, publication year, PMID, keyword listings, topics derived through the Textrank algorithm, and topics identified through LLM.
DOI: 10.15468/dl.wfubdw
title: Occurrence Download

description: A dataset containing 888863 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Accipiter gentilis (Linnaeus, 1758)"
 ]
}

 The dataset includes 888863 records from 1448 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091260-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jmzqgy
title: Occurrence Download

description: A dataset containing 40 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Precis Plant Data",
 "TaxonKey is Protea longifolia Andrews"
 ]
}

 The dataset includes 40 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002093-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-53304
title: Pentecost at Sunderland, 1907

description: [description english/roman)] Free publication edited by Alexander A. Boddy entitled "Pentecost at Sunderland", Nov. 1907. Contents: I. The testimony of a vicar's wife (7 pp.); II. A trained nurse's testimony (6 pp.); III. Testimony of a young Sunday school teacher (2 pp.); VII. Testimony of a seeker after God (7 pp.).
DOI: 10.15468/dl.atudge
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pinellia polyphylla S.L.Hu"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0080870-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4rh8tu
title: Occurrence Download

description: A dataset containing 14221 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is France",
 "Geometry POLYGON((-19.41548 35.37391,36.85861 35.37391,36.85861 57.87391,-19.41548 57.87391,-19.41548 35.37391))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Philodromidae"
 ]
}

 The dataset includes 14221 records from 204 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0359588-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-53529
title: When the fire fell, 1907[?]

description: [description english/roman)] Tract entitled "When the fire fell, or, God's dealings with one of his children" by T.B. Barratt, of Christiania, Norway. Advertised as "his personal experience". A booklet testifying of God's dealings with T.B. Barratt [33 pages].
DOI: 10.15468/dl.9gj2fx
title: Occurrence Download

description: A dataset containing 99514 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Physeter macrocephalus Linnaeus, 1758"
 ]
}

 The dataset includes 99514 records from 525 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0097647-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ntsijd
title: Occurrence Download

description: A dataset containing 176 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Paravandellia oxyptera Miranda Ribeiro, 1912"
 ]
}

 The dataset includes 176 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017307-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-53526
title: When the fire fell, 1907[?]

description: [description english/roman)] Tract entitled "When the fire fell, or, God's dealings with one of his children" by T.B. Barratt, of Christiania, Norway. Advertised as "his personal experience". A booklet testifying of God's dealings with T.B. Barratt [33 pages].
DOI: 10.15468/dl.8bntmz
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((90.50862 18.90841,148.49138 18.90841,148.49138 42.09159,90.50862 42.09159,90.50862 18.90841))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Collodiscula I.Hino & Katum., 1955"
 ]
}

 The dataset includes 12 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0436571-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.66fwun
title: Occurrence Download

description: A dataset containing 45 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pterostylis anatona D.L.Jones"
 ]
}

 The dataset includes 45 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0097645-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-53508
title: The gift of prophecy, 1909[?]

description: [description english/roman)] Published lecture entitled "Gift of prophecy" originally delivered by T.B. Barratt at the London Pentecostal Conference, May, 1909, and edited for publication after 14 July 1909. A booklet investigating prophecy as a gift of the Spirit [44 pages].
DOI: 10.15468/dl.xywb26
title: Occurrence Download

description: A dataset containing 101 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Israel",
 "TaxonKey is Erigeron sumatrensis Retz."
 ]
}

 The dataset includes 101 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0258463-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-53588
title: To seekers after "the promise of the Father", [s.d.]

description: [description english/roman)] Tract entitled "To seekers after 'the promise of the father'" by T.B. Barratt. An apologetic for the pentecostal experience of baptism in the Spirit [36 pages].
DOI: 10.15468/dl.8sbva4
title: Occurrence Download

description: A dataset containing 1048 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dracaena laxissima Engl."
 ]
}

 The dataset includes 1048 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0080863-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yqkp2c
title: Occurrence Download

description: A dataset containing 19908 species occurrences available in GBIF matching the query:
{
 "or" : [
 "TaxonKey is Picoides borealis (Vieillot, 1809)",
 "TaxonKey is Leuconotopicus borealis (Vieillot, 1809)"
 ]
}

 The dataset includes 19908 records from 65 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001805-180925134338326/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-56331
title: Redemption tidings, vol. 37, nos. 1-52, 1 Jan. - 22 Dec. 1961

description: [description english/roman)] Issued weekly. "A full gospel magazine" -- subtitle.
DOI: 10.15468/dl.jqhtjq
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Meyerophytum globosum (L.Bolus) Ihlenf."
 ]
}

 The dataset includes 6 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042936-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rgtdb6
title: Occurrence Download

description: A dataset containing 205 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is South America",
 "Country is Argentina",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Sus scrofa Linnaeus, 1758",
 "Year 2003-2023"
 ]
}

 The dataset includes 205 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0080854-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-56192
title: Redemption tidings, vol. 37, nos. 1-52, 1 Jan. - 22 Dec. 1961

description: [description english/roman)] Issued weekly. "A full gospel magazine" -- subtitle.
DOI: 10.15468/dl.w5l8vl
title: Occurrence Download

description: A dataset containing 61 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Escallonia discolor (Poir.) Vent."
 ]
}

 The dataset includes 61 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001805-181003121212138/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g5eg4z
title: Occurrence Download

description: A dataset containing 26709 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Psittacula alexandri (Linnaeus, 1758)"
 ]
}

 The dataset includes 26709 records from 70 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0436599-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y8w7n7
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Muricopsis linealba Garrigues & D.Lamy, 2019",
 "HasCoordinate is true"
 ]
}

 The dataset includes 11 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0097630-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-56164
title: Redemption tidings, vol. 37, nos. 1-52, 1 Jan. - 22 Dec. 1961

description: [description english/roman)] Issued weekly. "A full gospel magazine" -- subtitle.
DOI: 10.15468/dl.pk20nr
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Helicia insularis Foreman"
 ]
}

 The dataset includes 10 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001805-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-56160
title: Redemption tidings, vol. 37, nos. 1-52, 1 Jan. - 22 Dec. 1961

description: [description english/roman)] Issued weekly. "A full gospel magazine" -- subtitle.
DOI: 10.15468/dl.feqdfd
title: Occurrence Download

description: A dataset containing 153 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Observation",
 "BasisOfRecord is Machine Observation",
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Occurrence evidence"
 ]
 },
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Aegithina lafresnayei (Hartlaub, 1844)",
 "Year 1972-2022"
 ]
}

 The dataset includes 153 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0258464-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ak5wj9
title: Occurrence Download

description: A dataset containing 26390 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pecari tajacu (Linnaeus, 1758)"
 ]
}

 The dataset includes 26390 records from 325 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0080860-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-56112
title: Redemption tidings, vol. 37, nos. 1-52, 1 Jan. - 22 Dec. 1961

description: [description english/roman)] Issued weekly. "A full gospel magazine" -- subtitle.
DOI: 10.15468/dl.mqgn0l
title: Occurrence Download

description: A dataset containing 107182 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eleotridae"
 ]
}

 The dataset includes 107182 records from 228 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045807-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fgpekn
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((13.00939 55.60294,13.01039 55.60197,13.01218 55.60259,13.01117 55.60359,13.00939 55.60294))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0258475-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-56372
title: Redemption tidings, vol. 37, nos. 1-52, 1 Jan. - 22 Dec. 1961

description: [description english/roman)] Issued weekly. "A full gospel magazine" -- subtitle.
DOI: 10.15468/dl.2zcty4
title: Occurrence Download

description: A dataset containing 275 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Coralliophila galea (Dillwyn, 1823)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 275 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0097626-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cdgzfg
title: Occurrence Download

description: A dataset containing 93 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Costa Rica",
 "TaxonKey is Myrospermum frutescens"
 ]
}

 The dataset includes 93 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014851-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.