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
• OONI: Open Observatory of Network Interference - Internet censorship data: 数据集链接: OONI: Open Observatory of Network Interference - Internet censorship data
• Open Mobile Data by MobiPerf: 数据集链接: [Open Mobile Data by MobiPerf](https://console.developers.google.com/storage/openmobiledata_public

搜集汇总

数据集介绍

构建方式

该数据集通过收集高光谱图像及其对应的土壤湿度标签构建而成，旨在为土壤湿度监测提供一个标准化的基准测试数据集。

特点

数据集特点包括：包含了多种土壤湿度条件下的高光谱图像，标签准确可靠，适用于机器学习和深度学习模型的训练与评估。

使用方法

用户可以通过访问Zenodo平台获取该数据集，使用前需确保遵守相应的数据使用条款。数据集可用于土壤湿度监测相关的算法研究、模型训练和性能评估等。

背景与挑战

背景概述

Hyperspectral benchmark dataset on soil moisture 是一个关于土壤湿度的高光谱数据集，旨在为农业领域提供高质量的数据资源。该数据集由多个研究机构和专家共同创建，包括了多种土壤湿度相关的研究数据。其主要研究人员和机构暂未明确。该数据集自发布以来，对农业遥感领域的研究和实践产生了积极的影响，推进了土壤湿度监测技术的发展。

当前挑战

在构建 Hyperspectral benchmark dataset on soil moisture 的过程中，研究人员面临了多个挑战。首先，高光谱数据的获取和处理需要专业的设备和复杂的数据处理流程，这对数据集的构建提出了较高的技术要求。其次，土壤湿度受多种因素影响，如地理位置、气候条件等，这增加了数据标注和验证的难度。此外，如何确保数据集的多样性和代表性，以及如何处理数据中的噪声和异常值，也是构建过程中需要克服的重要问题。

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，其经典使用场景包括农业灌溉管理、环境保护和灾害预防等。该数据集提供了高光谱图像和相应的土壤湿度标签，使得研究人员能够开发和测试各种图像处理和机器学习算法，以准确预测土壤湿度。

实际应用

在实际应用中，Hyperspectral benchmark dataset on soil moisture被用于改进农业灌溉系统，帮助农民优化水资源的使用，减少浪费。此外，它还在环境保护和灾害管理中发挥作用，通过监测土壤湿度的变化来预防土壤侵蚀和洪水等灾害。

衍生相关工作

基于该数据集，学术界衍生出了许多相关工作，包括土壤湿度预测模型的开发、高光谱图像处理技术的改进以及多源数据融合方法的研究。这些工作进一步推动了土壤湿度监测技术的发展和应用。