Hyperspectral benchmark dataset on soil moisture

关于土壤湿度的超光谱基准数据集

A hyperspectral benchmark dataset on soil moisture

原始信息汇总

数据集概述

农业

• Hyperspectral benchmark dataset on soil moisture: 数据集链接：Hyperspectral benchmark dataset on soil moisture
• U.S. Department of Agricultures Nutrient Database: 数据集链接：U.S. Department of Agricultures Nutrient Database
• U.S. Department of Agricultures PLANTS Database: 数据集链接：U.S. Department of Agricultures PLANTS Database

生物学

• 1000 Genomes: 数据集链接：1000 Genomes
• American Gut (Microbiome Project): 数据集链接：American Gut (Microbiome Project)
• Broad Bioimage Benchmark Collection (BBBC): 数据集链接：Broad Bioimage Benchmark Collection (BBBC)
• Broad Cancer Cell Line Encyclopedia (CCLE): 数据集链接：Broad Cancer Cell Line Encyclopedia (CCLE)
• Cell Image Library: 数据集链接：Cell Image Library
• Complete Genomics Public Data: 数据集链接：Complete Genomics Public Data
• EBI ArrayExpress: 数据集链接：EBI ArrayExpress
• EBI Protein Data Bank in Europe: 数据集链接：EBI Protein Data Bank in Europe
• ENCODE project: 数据集链接：ENCODE project
• Electron Microscopy Pilot Image Archive (EMPIAR): 数据集链接：Electron Microscopy Pilot Image Archive (EMPIAR)
• Ensembl Genomes: 数据集链接：Ensembl Genomes
• Gene Expression Omnibus (GEO): 数据集链接：Gene Expression Omnibus (GEO)
• Gene Ontology (GO) - GO annotation files: 数据集链接：Gene Ontology (GO) - GO annotation files
• Global Biotic Interactions (GloBI): 数据集链接：Global Biotic Interactions (GloBI)
• Harvard Medical School (HMS) LINCS Project: 数据集链接：Harvard Medical School (HMS) LINCS Project
• Human Genome Diversity Project: 数据集链接：Human Genome Diversity Project
• Human Microbiome Project (HMP): 数据集链接：Human Microbiome Project (HMP)
• ICOS PSP Benchmark: 数据集链接：ICOS PSP Benchmark
• International HapMap Project: 数据集链接：International HapMap Project
• Journal of Cell Biology DataViewer: 数据集链接：Journal of Cell Biology DataViewer
• KEGG - KEGG is a database resource for understanding high-level functions [...]: 数据集链接：KEGG - KEGG is a database resource for understanding high-level functions [...]
• MIT Cancer Genomics Data: 数据集链接：MIT Cancer Genomics Data
• NCBI Proteins: 数据集链接：NCBI Proteins
• NCBI Taxonomy: 数据集链接：NCBI Taxonomy
• NCI Genomic Data Commons: 数据集链接：NCI Genomic Data Commons
• NIH Microarray data: 数据集链接：NIH Microarray data
• OpenSNP genotypes data: 数据集链接：OpenSNP genotypes data
• Pathguid - Protein-Protein Interactions Catalog: 数据集链接：Pathguid - Protein-Protein Interactions Catalog
• Protein Data Bank: 数据集链接：Protein Data Bank
• Psychiatric Genomics Consortium: 数据集链接：Psychiatric Genomics Consortium
• PubChem Project: 数据集链接：PubChem Project
• PubGene (now Coremine Medical): 数据集链接：PubGene (now Coremine Medical)
• Sanger Catalogue of Somatic Mutations in Cancer (COSMIC): 数据集链接：Sanger Catalogue of Somatic Mutations in Cancer (COSMIC)
• Sanger Genomics of Drug Sensitivity in Cancer Project (GDSC): 数据集链接：Sanger Genomics of Drug Sensitivity in Cancer Project (GDSC)
• Sequence Read Archive(SRA): 数据集链接：Sequence Read Archive(SRA)
• Stanford Microarray Data: 数据集链接：Stanford Microarray Data
• Stowers Institute Original Data Repository: 数据集链接：Stowers Institute Original Data Repository
• Systems Science of Biological Dynamics (SSBD) Database: 数据集链接：Systems Science of Biological Dynamics (SSBD) Database
• The Cancer Genome Atlas (TCGA), available via Broad GDAC: 数据集链接：The Cancer Genome Atlas (TCGA), available via Broad GDAC
• The Catalogue of Life: 数据集链接：The Catalogue of Life
• The Personal Genome Project: 数据集链接：The Personal Genome Project
• UCSC Public Data: 数据集链接：UCSC Public Data
• UniGene: 数据集链接：UniGene
• Universal Protein Resource (UnitProt): 数据集链接：Universal Protein Resource (UnitProt)

气候+天气

• Actuaries Climate Index: 数据集链接：Actuaries Climate Index
• Australian Weather: 数据集链接：Australian Weather
• Aviation Weather Center - Consistent, timely and accurate weather [...]: 数据集链接：Aviation Weather Center - Consistent, timely and accurate weather [...]
• Brazilian Weather - Historical data (In Portuguese) - Data related to [...]: 数据集链接：Brazilian Weather - Historical data (In Portuguese) - Data related to [...]
• Canadian Meteorological Centre: 数据集链接：Canadian Meteorological Centre
• Climate Data from UEA (updated monthly): 数据集链接：Climate Data from UEA (updated monthly)
• Dutch Weather - The KNMI Data Center (KDC) portal provides access to KNMI [...]: 数据集链接：Dutch Weather - The KNMI Data Center (KDC) portal provides access to KNMI [...]
• European Climate Assessment & Dataset: 数据集链接：European Climate Assessment & Dataset
• Global Climate Data Since 1929: 数据集链接：Global Climate Data Since 1929
• NASA Global Imagery Browse Services: 数据集链接：NASA Global Imagery Browse Services
• NOAA Bering Sea Climate: 数据集链接：NOAA Bering Sea Climate
• NOAA Climate Datasets: 数据集链接：NOAA Climate Datasets
• NOAA Realtime Weather Models: 数据集链接：NOAA Realtime Weather Models
• NOAA SURFRAD Meteorology and Radiation Datasets: 数据集链接：NOAA SURFRAD Meteorology and Radiation Datasets
• The World Bank Open Data Resources for Climate Change: 数据集链接：The World Bank Open Data Resources for Climate Change
• UEA Climatic Research Unit: 数据集链接：UEA Climatic Research Unit
• WU Historical Weather Worldwide: 数据集链接：WU Historical Weather Worldwide
• WorldClim - Global Climate Data: 数据集链接：WorldClim - Global Climate Data

复杂网络

• AMiner Citation Network Dataset: 数据集链接：AMiner Citation Network Dataset
• CrossRef DOI URLs: 数据集链接：CrossRef DOI URLs
• DBLP Citation dataset: 数据集链接：DBLP Citation dataset
• DIMACS Road Networks Collection: 数据集链接：DIMACS Road Networks Collection
• NBER Patent Citations: 数据集链接：NBER Patent Citations
• NIST complex networks data collection: 数据集链接：NIST complex networks data collection
• Network Repository with Interactive Exploratory Analysis Tools: 数据集链接：Network Repository with Interactive Exploratory Analysis Tools
• Protein-protein interaction network: 数据集链接：Protein-protein interaction network
• PyPI and Maven Dependency Network: 数据集链接：PyPI and Maven Dependency Network
• Scopus Citation Database: 数据集链接：Scopus Citation Database
• Small Network Data: 数据集链接：Small Network Data
• Stanford GraphBase: 数据集链接：Stanford GraphBase
• Stanford Large Network Dataset Collection: 数据集链接：Stanford Large Network Dataset Collection
• Stanford Longitudinal Network Data Sources: 数据集链接：Stanford Longitudinal Network Data Sources
• The Koblenz Network Collection: 数据集链接：The Koblenz Network Collection
• The Laboratory for Web Algorithmics (UNIMI): 数据集链接：The Laboratory for Web Algorithmics (UNIMI)
• UCI Network Data Repository: 数据集链接：UCI Network Data Repository
• UFL sparse matrix collection: 数据集链接：UFL sparse matrix collection
• WSU Graph Database: 数据集链接：WSU Graph Database

计算机网络

• 3.5B Web Pages from CommonCrawl 2012: 数据集链接：3.5B Web Pages from CommonCrawl 2012
• 53.5B Web clicks of 100K users in Indiana Univ.: 数据集链接：53.5B Web clicks of 100K users in Indiana Univ.
• CAIDA Internet Datasets: 数据集链接：CAIDA Internet Datasets
• CRAWDAD Wireless datasets from Dartmouth Univ.: 数据集链接：CRAWDAD Wireless datasets from Dartmouth Univ.
• ClueWeb09 - 1B web pages: 数据集链接：ClueWeb09 - 1B web pages
• ClueWeb12 - 733M web pages: 数据集链接：ClueWeb12 - 733M web pages
• CommonCrawl Web Data over 7 years: 数据集链接：CommonCrawl Web Data over 7 years
• Criteo click-through data: 数据集链接：Criteo click-through data
• Internet-Wide Scan Data Repository: 数据集链接：Internet-Wide Scan Data Repository
• MIRAGE-2019 - MIRAGE-2019 is a human-generated dataset for mobile traffic [...]: 数据集链接：MIRAGE-2019 - MIRAGE-2019 is a human-generated dataset for mobile traffic [...]
• **OONI: Open Observatory of Network Interference - Internet censorship

搜集汇总

数据集介绍

构建方式

Hyperspectral benchmark dataset on soil moisture 是通过收集具有不同土壤湿度条件的hyperspectral图像来构建的，这些图像经过预处理和标注，以确保数据的质量和可用性。

特点

该数据集的特点在于它提供了在不同环境条件下土壤湿度的hyperspectral图像，具有高度的多样性和现实性。此外，数据集的标注质量高，适用于机器学习和深度学习模型训练。

使用方法

用户可以通过下载数据集的压缩文件来使用这个数据集。数据集包含了图像文件和相应的标签文件，用户需要解压文件并使用图像处理软件或机器学习框架来加载和处理数据。

背景与挑战

背景概述

Hyperspectral benchmark dataset on soil moisture 是一个针对土壤湿度研究的高光谱数据集。该数据集的创建旨在为土壤湿度监测提供一个标准化的评价基准。它由多个来源收集的高光谱图像组成，这些图像经过处理和注释，用于训练和评估机器学习模型在土壤湿度检测方面的性能。该数据集的主要研究人员或机构不详，但它在农业遥感领域具有重要影响力，为相关研究提供了宝贵的数据资源。

当前挑战

该数据集在构建过程中遇到的挑战主要包括：1) 高光谱图像数据的获取难度大，需要专业的设备和技术；2) 数据的预处理和标准化是一项复杂的工作，需要确保图像的质量和一致性；3) 土壤湿度变化的动态性和复杂性使得模型训练和评估具有挑战性；4) 数据集的应用场景有限，主要集中在农业领域，对于其他领域的适用性有待探索。

常用场景

经典使用场景

Hyperspectral benchmark dataset on soil moisture被广泛应用于土壤湿度监测领域，它提供了土壤湿度的高光谱图像数据，可用于训练和验证机器学习模型，以提高土壤湿度预测的准确性。

实际应用

在实际应用中，Hyperspectral benchmark dataset on soil moisture数据集可用于指导农业生产，优化灌溉策略，减少水资源浪费，并对环境保护和气候变化研究提供数据支持。

衍生相关工作

基于该数据集，研究者们已经开展了一系列相关工作，如土壤湿度预测模型的研究、高光谱图像处理技术的开发以及农业应用系统的构建等。