表紙
市場調查報告書
商品編碼
1065130

資料註解工具的全球市場 (2022年-2028年):市場預測 (各資料類型、註釋方法、用途、地區)、COVID-19影響、地區的展望、成長的潛在性、市場佔有率

Data Annotation Tools Market Size By Data Type, By Annotation Approach, By End Use, COVID-19 Impact Analysis, Regional Outlook, Growth Potential, Competitive Market Share & Forecast, 2022 - 2028

出版日期: | 出版商: Global Market Insights Inc. | 英文 322 Pages | 商品交期: 2-3個工作天內

價格
  • 全貌
  • 簡介
  • 目錄
簡介

全球資料註解工具的市場,由於受到汽車,醫療保健,BFSI,通訊等,多數的終端用戶產業產品需求增加所牽引,預計到2028年顯示大幅成長。

還有在這些產業領域的機器學習和AI的引進增加傾向也預計市場展望明亮。

各資料類型中,影像/影音的部門顯示大規模。尤其是,多邊形註釋工具,是不規則的形狀和物體的註解上非效率的傳統定界框工具的有效替代品,預計以39.4%的成長率發展。

本報告提供全球資料註解工具的市場調查,市場定義和概要,新型冠狀病毒感染疾病 (COVID-19) 以及其他的市場影響因素的分析,法律制度,技術、革新的形勢,市場規模的變化、預測,資料類型、註釋方法、用途、地區/主要國家等各種區分的明細,競爭環境,主要企業簡介等彙整資訊。

目錄

第1章 調查手法、調查範圍

第2章 摘要整理

第3章 資料註解工具產業的考察

  • COVID-19影響
  • 資料註解工具的演進
  • 資料註解工具產業的架構
  • 資料註解工具產業的生態系統分析
  • 投資組合
  • 專利分析
  • 技術、革新的形勢
  • 法規情形
  • 對產業的影響要素
    • 成長要素
    • 潛在的風險&課題
  • 成長可能性的分析
  • 波特分析
  • 大環境分析

第4章 競爭情形

  • 企業的市場佔有率
  • 主要企業的競爭分析
  • 革新領導者的競爭分析
  • 供應商採用矩陣

第5章 資料註解工具市場:各資料類型

  • 影像/影音
    • 定界框
    • 語義註釋
    • 多邊形註釋
    • 線標註
    • 其他
  • 文本
  • 音訊

第6章 資料註解工具市場:各註釋方法

  • 手動註解
  • 自動註解

第7章 資料註解工具市場:各用途

  • IT&電信
  • BFSI
  • 醫療保健
  • 零售
  • 汽車
  • 農業
  • 其他

第8章 資料註解工具市場:各地區

  • 北美
  • 歐洲
  • 亞太地區
  • 南美
  • 中東、非洲

第9章 企業簡介

  • Alegion, Inc.
  • Appen Limited
  • Amazon Web Services, Inc.
  • Clickworker GmbH
  • CloudApp, Inc.
  • CloudFactory Limited
  • Cogito Tech LLC
  • Dataturks(Walmart Labs)
  • Defined AI
  • Google LLC
  • Hive(Castle Global, Inc.)
  • IBM Corporation
  • iMerit
  • Labelbox, Inc.
  • Landing AI
  • LionBridge AI
  • Mighty AI
  • MonkeyLearn Inc.
  • Neurala, Inc.
  • Playment Inc.
  • Samasource Inc.
  • Scale, Inc..
  • Sigma AI
  • Webtunix AI
目錄
Product Code: 3823

The global data annotation tools market would foresee considerable gains through 2028, fueled by a rising product demand from a plethora of end-user industries including automotive, healthcare, BFSI, telecom, and others. The increasing trend of machine learning and AI adoption in these sectors would also augment industry outlook.

As per reliable estimates, 85% of global healthcare organizations have already deployed an AI strategy, while the remaining 15% are planning to develop one in the coming years.

Data annotation tools are generally cloud-based, on-premises, or containerized solutions that can be used to interpret production-grade training information for machine learning and artificial intelligence across diverse sectors.

Overall, the industry is divided into different segments including data type, annotation approach, application spectrum, and a robust regional landscape.

Speaking of the data type, data annotation tools market is bifurcated into image/video, text, and audio sub-segments.

Out of these, the image/video market is projected to accrue significant valuation throughout the analysis period. The market is further classified into bounding box, polygonal annotation, semantic annotation, and lines and splines. The polygonal annotation tools market would grow at a rate of 39.4% as these are considered to be an effective substitute for conventional bounding box tools that are inefficient for annotating irregular shapes or objects.

Meanwhile, the lines and splines market growth is predicted to be backed by its extensive deployment to train industrial robots in analyzing the work area boundaries and facilitating material movement. For the record, the segment had captured a market share of 13.1% in 2021.

Based on the application spectrum, data annotation tools find primary usage across healthcare, BFSI, retail, automotive, agriculture, and IT and Telecom industries. The BFSI segment, amongst these, would register a CAGR of 32.8% through 2028 owing to the fact that the industry leverages extensive amount of data generated across a plethora of formats for enhancing operations.

The retail industry is also likely to grow substantially in the coming years, rising at a rate of 34.8% over the forecast timeline, driven by the tools' ability to be used for shelf management, detection of misplace item, price checking, and reducing inventory shrinkage.

The healthcare segment accounted for a business share of 21.66% in 2021 and is poised to expand meteorically in the near future as a result of the increasing adoption of healthcare training data for developing advanced AI applications.

In terms of the regional outlook, both Latin America and Middle East and Africa continents would emerge as lucrative pockets for data annotation tools industry during 2022 to 2028. Latin America data annotation tools market is speculated to grow at a CAGR of 33% through the projected timeline, propelled by the escalating awareness among businesses associated with AI technologies.

The MEA segment would expand at a rate of 29.8% over the stipulated timeframe. This can be assisted by the rapid improvement in the deployment of AI-based technologies in the region.

Table of Contents

Chapter 1 Methodology & Scope

  • 1.1 Scope & definitions
  • 1.2 Methodology & forecast parameters
  • 1.3 Region wise COVID-19 impact analysis
    • 1.3.1 North America
    • 1.3.2 Europe
    • 1.3.3 Asia Pacific
    • 1.3.4 Latin America
    • 1.3.5 Middle East & Africa
  • 1.4 Regional trends
  • 1.5 Data Sources
    • 1.5.1 Secondary
    • 1.5.2 Primary
  • 1.6 Industry glossary

Chapter 2 Executive Summary

  • 2.1 Data annotation tools industry 360 degree synopsis, 2018 - 2028
  • 2.2 Business trends
  • 2.3 Regional trends
  • 2.4 Data type trends
  • 2.5 Annotation approach trends
  • 2.6 Application trends

Chapter 3 Data Annotation Tools Industry Insights

  • 3.1 Introduction
  • 3.2 Impact of COVID-19 outbreak
    • 3.2.1 Global outlook
    • 3.2.2 By region
      • 3.2.2.1 North America
      • 3.2.2.2 Europe
      • 3.2.2.3 Asia Pacific
      • 3.2.2.4 Latin America
      • 3.2.2.5 Middle East & Africa
    • 3.2.3 Industry value chain
      • 3.2.3.1 Suppliers
      • 3.2.3.2 Data annoation technology providers
      • 3.2.3.3 Marketing and distribution channels
    • 3.2.4 Compeitive landscape
      • 3.2.4.1 Strategy
      • 3.2.4.2 Distribution network
      • 3.2.4.3 Business growth
  • 3.3 Evolution of data annotation tools
  • 3.4 Data annotation tools industry architecture
  • 3.5 Data annotation tools industry ecosystem analysis
    • 3.5.1 Data annotation software vendors
    • 3.5.2 Cloud service providers
    • 3.5.3 Distributors and resellers
    • 3.5.4 Third party service providers
    • 3.5.5 End-users
    • 3.5.6 Vendor matrix
  • 3.6 Investment portfolio
  • 3.7 Patent analysis
  • 3.8 Technology & innovation landscape
    • 3.8.1 Pseudo labelling
    • 3.8.2 Online content moderation
  • 3.9 Regulatory landscape
    • 3.9.1 North America
      • 3.9.1.1 NIST Special Publication 800-144 - Guidelines on Security and Privacy in Public Cloud Computing (U.S.)
      • 3.9.1.2 Health Insurance Portability and Accountability Act (HIPAA) of 1996 (U.S.)
      • 3.9.1.3 Personal Information Protection and Electronic Documents Act [(PIPEDA) Canada]
    • 3.9.2 Europe
      • 3.9.2.1 General Data Protection Regulation (EU)
      • 3.9.2.2 German Privacy Act (Bundesdatenschutzgesetz- BDSG)
    • 3.9.3 APAC
      • 3.9.3.1 Information Security Technology- Personal Information Security Specification GB/T 35273-2017 (China)
      • 3.9.3.2 Secure India National Digital Communications Policy 2018 - Draft (India)
    • 3.9.4 Latin America
      • 3.9.4.1 National Directorate of Personal Data Protection (Argentina)
      • 3.9.4.2 The Brazilian General Data Protection Law (LGPD)
    • 3.9.5 MEA
      • 3.9.5.1 Law No 13 of 2016 on protecting personal data (Qatar)
      • 3.9.5.2 Federal Law No 2 of 2019 on the use of ICT in Healthcare (UAE)
  • 3.10 Industry impact forces
    • 3.10.1 Growth drivers
      • 3.10.1.1 Rising demand for annotated data to improve machine learning models
      • 3.10.1.2 Increasing investments in the development of autonomous driving technologies
      • 3.10.1.3 Growing adoption of data annotation for medical imaging data
      • 3.10.1.4 Surging uptake of text annotation for document classification
    • 3.10.2 Industry pitfalls & challenges
      • 3.10.2.1 Inaccurate data labelling due to poor content quality
      • 3.10.2.2 Lack of skilled professionals
      • 3.10.2.3 High costs associated with manual data annotation
  • 3.11 Growth potential analysis
  • 3.12 Porter's analysis
    • 3.12.1 Threat of new entrants
    • 3.12.2 Bargaining power of suppliers
    • 3.12.3 Barganing power of buyers
    • 3.12.4 Threat of substitutes
    • 3.12.5 Competitive rivalry
  • 3.13 PESTLE analysis
    • 3.13.1 Political
    • 3.13.2 Economic
    • 3.13.3 Social
    • 3.13.4 Technological
    • 3.13.5 Legal
    • 3.13.6 Environmental

Chapter 4 Competitive Landscape,

  • 4.1 Introduction
  • 4.2 Company market share
  • 4.3 Competive analysis of key market players, 2021
    • 4.3.1 Chart key
    • 4.3.2 Amazon Web Services, Inc. (AWS)
    • 4.3.3 Appen Limited
    • 4.3.4 Google LLC
    • 4.3.5 IBM Corporation
    • 4.3.6 Lionbridge Technologies, Inc.
  • 4.4 Competive analysis of innovation leaders, 2021
    • 4.4.1 CloudFactory Limited
    • 4.4.2 LabelBox, Inc.
    • 4.4.3 Mighty AI
    • 4.4.4 Playment, Inc.
    • 4.4.5 Scale AI, Inc.
  • 4.5 Vendor adoption matrix

Chapter 5 Data Annotation Tools Market, By Data Type

  • 5.1 Data annotation tools market, by data type, 2021 & 2028
  • 5.2 Image/video
    • 5.2.1 Market estimates and forecast, 2018 - 2028
    • 5.2.2 Bounding box
      • 5.2.2.1 Market estimates and forecast, 2018 - 2028
    • 5.2.3 Semantic annotation
      • 5.2.3.1 Market estimates and forecast, 2018 - 2028
    • 5.2.4 Polygon annotation
      • 5.2.4.1 Market estimates and forecast, 2018 - 2028
    • 5.2.5 Line annotation
      • 5.2.5.1 Market estimates and forecast, 2018 - 2028
    • 5.2.6 Others
      • 5.2.6.1 Market estimates and forecast, 2018 - 2028
  • 5.3 Text
    • 5.3.1 Market estimates and forecast, 2018 - 2028
  • 5.4 Audio
    • 5.4.1 Market estimates and forecast, 2018 - 2028

Chapter 6 Data Annotation Tools Market, By Annotation Approach

  • 6.1 Data annotation tools market, by annotation approach, 2021 & 2028
  • 6.2 Manual annotation
    • 6.2.1 Market estimates and forecast, 2018 - 2028
  • 6.3 Automated annotation
    • 6.3.1 Market estimates and forecast, 2018 - 2028

Chapter 7 Data Annotation Tools Market, By Application

  • 7.1 Data annotation tools market, by application, 2021 & 2028
  • 7.2 IT & telecom
    • 7.2.1 Market estimates and forecast, 2018 - 2028
  • 7.3 BFSI
    • 7.3.1 Market estimates and forecast, 2018 - 2028
  • 7.4 Healthcare
    • 7.4.1 Market estimates and forecast, 2018 - 2028
  • 7.5 Retail
    • 7.5.1 Market estimates and forecast, 2018 - 2028
  • 7.6 Automotive
    • 7.6.1 Market estimates and forecast, 2018 - 2028
  • 7.7 Agriculture
    • 7.7.1 Market estimates and forecast, 2018 - 2028
  • 7.8 Others
    • 7.8.1 Market estimates and forecast, 2018 - 2028

Chapter 8 Data annotation tools Market, By Region

  • 8.1 Data annotation tools market, by region, 2021 & 2028
  • 8.2 North America
    • 8.2.1 Market estimates and forecast, 2018 - 2028
    • 8.2.2 Market estimates and forecast, by data type, 2018 - 2028
    • 8.2.3 Market estimates and forecast, by annotation approach, 2018 - 2028
    • 8.2.4 Market estimates and forecast, by application, 2018 - 2028
    • 8.2.5 U.S.
      • 8.2.5.1 Market estimates and forecast, 2018 - 2028
      • 8.2.5.2 Market estimates and forecast, by data type, 2018 - 2028
      • 8.2.5.3 Market estimates and forecast, by annotation approach, 2018 - 2028
      • 8.2.5.4 Market estimates and forecast, by application, 2018 - 2028
    • 8.2.6 Canada
      • 8.2.6.1 Market estimates and forecast, 2018 - 2028
      • 8.2.6.2 Market estimates and forecast, by data type, 2018 - 2028
      • 8.2.6.3 Market estimates and forecast, by annotation approach, 2018 - 2028
      • 8.2.6.4 Market estimates and forecast, by application, 2018 - 2028
  • 8.3 Europe
    • 8.3.1 Market estimates and forecast, 2018 - 2028
    • 8.3.2 Market estimates and forecast, by data type, 2018 - 2028
    • 8.3.3 Market estimates and forecast, by annotation approach, 2018 - 2028
    • 8.3.4 Market estimates and forecast, by application, 2018 - 2028
    • 8.3.5 UK
      • 8.3.5.1 Market estimates and forecast, 2018 - 2028
      • 8.3.5.2 Market estimates and forecast, by data type, 2018 - 2028
      • 8.3.5.3 Market estimates and forecast, by annotation approach, 2018 - 2028
      • 8.3.5.4 Market estimates and forecast, by application, 2018 - 2028
    • 8.3.6 Germany
      • 8.3.6.1 Market estimates and forecast, 2018 - 2028
      • 8.3.6.2 Market estimates and forecast, by data type, 2018 - 2028
      • 8.3.6.3 Market estimates and forecast, by annotation approach, 2018 - 2028
      • 8.3.6.4 Market estimates and forecast, by application, 2018 - 2028
    • 8.3.7 France
      • 8.3.7.1 Market estimates and forecast, 2018 - 2028
      • 8.3.7.2 Market estimates and forecast, by data type, 2018 - 2028
      • 8.3.7.3 Market estimates and forecast, by annotation approach, 2018 - 2028
      • 8.3.7.4 Market estimates and forecast, by application, 2018 - 2028
    • 8.3.8 Italy
      • 8.3.8.1 Market estimates and forecast, 2018 - 2028
      • 8.3.8.2 Market estimates and forecast, by data type, 2018 - 2028
      • 8.3.8.3 Market estimates and forecast, by annotation approach, 2018 - 2028
      • 8.3.8.4 Market estimates and forecast, by application, 2018 - 2028
    • 8.3.9 Spain
      • 8.3.9.1 Market estimates and forecast, 2018 - 2028
      • 8.3.9.2 Market estimates and forecast, by data type, 2018 - 2028
      • 8.3.9.3 Market estimates and forecast, by annotation approach, 2018 - 2028
      • 8.3.9.4 Market estimates and forecast, by application, 2018 - 2028
    • 8.3.10 Netherlands
      • 8.3.10.1 Market estimates and forecast, 2018 - 2028
      • 8.3.10.2 Market estimates and forecast, by data type, 2018 - 2028
      • 8.3.10.3 Market estimates and forecast, by annotation approach, 2018 - 2028
      • 8.3.10.4 Market estimates and forecast, by application, 2018 - 2028
    • 8.3.11 Nordics
      • 8.3.11.1 Market estimates and forecast, 2018 - 2028
      • 8.3.11.2 Market estimates and forecast, by data type, 2018 - 2028
      • 8.3.11.3 Market estimates and forecast, by annotation approach, 2018 - 2028
      • 8.3.11.4 Market estimates and forecast, by application, 2018 - 2028
  • 8.4 Asia Pacific
    • 8.4.1 Market estimates and forecast, 2018 - 2028
    • 8.4.2 Market estimates and forecast, by data type, 2018 - 2028
    • 8.4.3 Market estimates and forecast, by annotation approach, 2018 - 2028
    • 8.4.4 Market estimates and forecast, by application, 2018 - 2028
    • 8.4.5 China
      • 8.4.5.1 Market estimates and forecast, 2018 - 2028
      • 8.4.5.2 Market estimates and forecast, by data type, 2018 - 2028
      • 8.4.5.3 Market estimates and forecast, by annotation approach, 2018 - 2028
      • 8.4.5.4 Market estimates and forecast, by application, 2018 - 2028
    • 8.4.6 India
      • 8.4.6.1 Market estimates and forecast, 2018 - 2028
      • 8.4.6.2 Market estimates and forecast, by data type, 2018 - 2028
      • 8.4.6.3 Market estimates and forecast, by annotation approach, 2018 - 2028
      • 8.4.6.4 Market estimates and forecast, by application, 2018 - 2028
    • 8.4.7 Japan
      • 8.4.7.1 Market estimates and forecast, 2018 - 2028
      • 8.4.7.2 Market estimates and forecast, by data type, 2018 - 2028
      • 8.4.7.3 Market estimates and forecast, by annotation approach, 2018 - 2028
      • 8.4.7.4 Market estimates and forecast, by application, 2018 - 2028
    • 8.4.8 South Korea
      • 8.4.8.1 Market estimates and forecast, 2018 - 2028
      • 8.4.8.2 Market estimates and forecast, by data type, 2018 - 2028
      • 8.4.8.3 Market estimates and forecast, by annotation approach, 2018 - 2028
      • 8.4.8.4 Market estimates and forecast, by application, 2018 - 2028
    • 8.4.9 Australia
      • 8.4.9.1 Market estimates and forecast, 2018 - 2028
      • 8.4.9.2 Market estimates and forecast, by data type, 2018 - 2028
      • 8.4.9.3 Market estimates and forecast, by annotation approach, 2018 - 2028
      • 8.4.9.4 Market estimates and forecast, by application, 2018 - 2028
    • 8.4.10 Singapore
      • 8.4.10.1 Market estimates and forecast, 2018 - 2028
      • 8.4.10.2 Market estimates and forecast, by data type, 2018 - 2028
      • 8.4.10.3 Market estimates and forecast, by annotation approach, 2018 - 2028
      • 8.4.10.4 Market estimates and forecast, by application, 2018 - 2028
  • 8.5 Latin America
    • 8.5.1 Market estimates and forecast, 2018 - 2028
    • 8.5.2 Market estimates and forecast, by data type, 2018 - 2028
    • 8.5.3 Market estimates and forecast, by annotation approach, 2018 - 2028
    • 8.5.4 Market estimates and forecast, by application, 2018 - 2028
    • 8.5.5 Brazil
      • 8.5.5.1 Market estimates and forecast, 2018 - 2028
      • 8.5.5.2 Market estimates and forecast, by data type, 2018 - 2028
      • 8.5.5.3 Market estimates and forecast, by annotation approach, 2018 - 2028
      • 8.5.5.4 Market estimates and forecast, by application, 2018 - 2028
    • 8.5.6 Mexico
      • 8.5.6.1 Market estimates and forecast, 2018 - 2028
      • 8.5.6.2 Market estimates and forecast, by data type, 2018 - 2028
      • 8.5.6.3 Market estimates and forecast, by annotation approach, 2018 - 2028
      • 8.5.6.4 Market estimates and forecast, by application, 2018 - 2028
    • 8.5.7 Colombia
      • 8.5.7.1 Market estimates and forecast, 2018 - 2028
      • 8.5.7.2 Market estimates and forecast, by data type, 2018 - 2028
      • 8.5.7.3 Market estimates and forecast, by annotation approach, 2018 - 2028
      • 8.5.7.4 Market estimates and forecast, by application, 2018 - 2028
  • 8.6 MEA
    • 8.6.1 Market estimates and forecast, 2018 - 2028
    • 8.6.2 Market estimates and forecast, by data type, 2018 - 2028
    • 8.6.3 Market estimates and forecast, by annotation approach, 2018 - 2028
    • 8.6.4 Market estimates and forecast, by application, 2018 - 2028
    • 8.6.5 Saudi Arabia
      • 8.6.5.1 Market estimates and forecast, 2018 - 2028
      • 8.6.5.2 Market estimates and forecast, by data type, 2018 - 2028
      • 8.6.5.3 Market estimates and forecast, by annotation approach, 2018 - 2028
      • 8.6.5.4 Market estimates and forecast, by application, 2018 - 2028
    • 8.6.6 UAE
      • 8.6.6.1 Market estimates and forecast, 2018 - 2028
      • 8.6.6.2 Market estimates and forecast, by data type, 2018 - 2028
      • 8.6.6.3 Market estimates and forecast, by annotation approach, 2018 - 2028
      • 8.6.6.4 Market estimates and forecast, by application, 2018 - 2028
    • 8.6.7 South Africa
      • 8.6.7.1 Market estimates and forecast, 2018 - 2028
      • 8.6.7.2 Market estimates and forecast, by data type, 2018 - 2028
      • 8.6.7.3 Market estimates and forecast, by annotation approach, 2018 - 2028
      • 8.6.7.4 Market estimates and forecast, by application, 2018 - 2028
    • 8.6.8 Israel
      • 8.6.8.1 Market estimates and forecast, 2018 - 2028
      • 8.6.8.2 Market estimates and forecast, by data type, 2018 - 2028
      • 8.6.8.3 Market estimates and forecast, by annotation approach, 2018 - 2028
      • 8.6.8.4 Market estimates and forecast, by application, 2018 - 2028

Chapter 9 Company Profiles

  • 9.1 Alegion, Inc.
    • 9.1.1 Business Overview
    • 9.1.2 Financial Data
    • 9.1.3 Product Landscape
    • 9.1.4 Strategic Outlook
    • 9.1.5 SWOT Analysis
  • 9.2 Appen Limited
    • 9.2.1 Business Overview
    • 9.2.2 Financial Data
    • 9.2.3 Product Landscape
    • 9.2.4 Strategic Outlook
    • 9.2.5 SWOT Analysis
  • 9.3 Amazon Web Services, Inc.
    • 9.3.1 Business Overview
    • 9.3.2 Financial Data
    • 9.3.3 Product Landscape
    • 9.3.4 Strategic Outlook
    • 9.3.5 SWOT Analysis
  • 9.4 Clickworker GmbH
    • 9.4.1 Business Overview
    • 9.4.2 Financial Data
    • 9.4.3 Product Landscape
    • 9.4.4 Strategic Outlook
    • 9.4.5 SWOT Analysis
  • 9.5 CloudApp, Inc.
    • 9.5.1 Business Overview
    • 9.5.2 Financial Data
    • 9.5.3 Product Landscape
    • 9.5.4 Strategic Outlook
    • 9.5.5 SWOT Analysis
  • 9.6 CloudFactory Limited
    • 9.6.1 Business Overview
    • 9.6.2 Financial Data
    • 9.6.3 Product Landscape
    • 9.6.4 Strategic Outlook
    • 9.6.5 SWOT Analysis
  • 9.7 Cogito Tech LLC
    • 9.7.1 Business Overview
    • 9.7.2 Financial Data
    • 9.7.3 Product Landscape
    • 9.7.4 Strategic Outlook
    • 9.7.5 SWOT Analysis
  • 9.8 Dataturks (Walmart Labs)
    • 9.8.1 Business Overview
    • 9.8.2 Financial Data
    • 9.8.3 Product Landscape
    • 9.8.4 Strategic Outlook
    • 9.8.5 SWOT Analysis
  • 9.9 Defined AI
    • 9.9.1 Business Overview
    • 9.9.2 Financial Data
    • 9.9.3 Product Landscape
    • 9.9.4 Strategic Outlook
    • 9.9.5 SWOT Analysis
  • 9.10 Google LLC
    • 9.10.1 Business Overview
    • 9.10.2 Financial Data
    • 9.10.3 Product Landscape
    • 9.10.4 Strategic Outlook
    • 9.10.5 SWOT Analysis
  • 9.11 Hive (Castle Global, Inc.)
    • 9.11.1 Business Overview
    • 9.11.2 Financial Data
    • 9.11.3 Product Landscape
    • 9.11.4 Strategic Outlook
    • 9.11.5 SWOT Analysis
  • 9.12 IBM Corporation
    • 9.12.1 Business Overview
    • 9.12.2 Financial Data
    • 9.12.3 Product Landscape
    • 9.12.4 Strategic Outlook
    • 9.12.5 SWOT Analysis
  • 9.13 iMerit
    • 9.13.1 Business Overview
    • 9.13.2 Financial Data
    • 9.13.3 Product Landscape
    • 9.13.4 Strategic Outlook
    • 9.13.5 SWOT Analysis
  • 9.14 Labelbox, Inc.
    • 9.14.1 Business Overview
    • 9.14.2 Financial Data
    • 9.14.3 Product Landscape
    • 9.14.4 Strategic Outlook
    • 9.14.5 SWOT Analysis
  • 9.15 Landing AI
    • 9.15.1 Business Overview
    • 9.15.2 Financial Data
    • 9.15.3 Product Landscape
    • 9.15.4 Strategic Outlook
    • 9.15.5 SWOT Analysis
  • 9.16 LionBridge AI
    • 9.16.1 Business Overview
    • 9.16.2 Financial Data
    • 9.16.3 Product Landscape
    • 9.16.4 Strategic Outlook
    • 9.16.5 SWOT Analysis
  • 9.17 Mighty AI
    • 9.17.1 Business Overview
    • 9.17.2 Financial Data
    • 9.17.3 Product Landscape
    • 9.17.4 Strategic Outlook
    • 9.17.5 SWOT Analysis
  • 9.18 MonkeyLearn Inc.
    • 9.18.1 Business Overview
    • 9.18.2 Financial Data
    • 9.18.3 Product Landscape
    • 9.18.4 Strategic Outlook
    • 9.18.5 SWOT Analysis
  • 9.19 Neurala, Inc.
    • 9.19.1 Business Overview
    • 9.19.2 Financial Data
    • 9.19.3 Product Landscape
    • 9.19.4 Strategic Outlook
    • 9.19.5 SWOT Analysis
  • 9.20 Playment Inc.
    • 9.20.1 Business Overview
    • 9.20.2 Financial Data
    • 9.20.3 Product Landscape
    • 9.20.4 Strategic Outlook
    • 9.20.5 SWOT Analysis
  • 9.21 Samasource Inc.
    • 9.21.1 Business Overview
    • 9.21.2 Financial Data
    • 9.21.3 Product Landscape
    • 9.21.4 Strategic Outlook
    • 9.21.5 SWOT Analysis
  • 9.22 Scale, Inc..
    • 9.22.1 Business Overview
    • 9.22.2 Financial Data
    • 9.22.3 Product Landscape
    • 9.22.4 Strategic Outlook
    • 9.22.5 SWOT Analysis
  • 9.23 Sigma AI
    • 9.23.1 Business Overview
    • 9.23.2 Financial Data
    • 9.23.3 Product Landscape
    • 9.23.4 Strategic Outlook
    • 9.23.5 SWOT Analysis
  • 9.24 Webtunix AI
    • 9.24.1 Business Overview
    • 9.24.2 Financial Data
    • 9.24.3 Product Landscape
    • 9.24.4 Strategic Outlook
    • 9.24.5 SWOT Analysis

Data Tables

  • TABLE 1 Data annotation tools market, by image/video data type, 2020
  • TABLE 2 Appen Limited snapshot, 2021
  • TABLE 3 Secondary sources, by region
  • TABLE 4 Industry glossary
  • TABLE 5 Global data annotation tools market, 2018 - 2021, (USD Million)
  • TABLE 6 Global data annotation tools market, 2022 - 2028, (USD Million)
  • TABLE 7 Global data annotation tools market estimates and forecast, by region, 2018 - 2021 (USD Million)
  • TABLE 8 Global data annotation tools market estimates and forecast, by region, 2022 - 2028 (USD Million)
  • TABLE 9 Global data annotation tools market estimates and forecast, by data type, 2018 - 2021 (USD Million)
  • TABLE 10 Global data annotation tools market estimates and forecast, by data type, 2022 - 2028 (USD Million)
  • TABLE 11 Global data annotation tools market estimates and forecast, by annotation approach, 2018 - 2021 (USD Million)
  • TABLE 12 Global data annotation tools market estimates and forecast, by annotation approach, 2022 - 2028 (USD Million)
  • TABLE 13 Global data annotation tools market estimates and forecast, by application, 2018 - 2021 (USD Million)
  • TABLE 14 Global data annotation tools market estimates and forecast, by application, 2022 - 2028
  • TABLE 15 Vendor matrix
  • TABLE 16 Top patent holders in data annotation industry
  • TABLE 17 Industry impact forces
  • TABLE 18 Data annotation tools company market share, 2021 (by revenue)
  • TABLE 19 Image/video annotation market estimates and forecast, 2018 - 2021 (USD Million)
  • TABLE 20 Image/video annotation market estimates and forecast, 2022 - 2028 (USD Million)
  • TABLE 21 Bounding box market estimates and forecast, 2018 - 2021 (USD Million)
  • TABLE 22 Bounding box market estimates and forecast, 2022 - 2028 (USD Million)
  • TABLE 23 Semantic annotation market estimates and forecast, 2018 - 2021 (USD Million)
  • TABLE 24 Semantic annotation market estimates and forecast, 2022 - 2028 (USD Million)
  • TABLE 25 Polygon annotation market estimates and forecast, 2018 - 2021 (USD Million)
  • TABLE 26 Polygon annotation market estimates and forecast, 2022 - 2028 (USD Million)
  • TABLE 27 Lines & splines market estimates and forecast, 2018 - 2021 (USD Million)
  • TABLE 28 Lines & splines market estimates and forecast, 2022 - 2028 (USD Million)
  • TABLE 29 Others market estimates and forecast, 2018 - 2021 (USD Million)
  • TABLE 30 Others market estimates and forecast, 2022 - 2028 (USD Million)
  • TABLE 31 Text annotation market estimates and forecast, 2018 - 2021 (USD Million)
  • TABLE 32 Text annotation market estimates and forecast, 2022 - 2028 (USD Million)
  • TABLE 33 Audio annotation market estimates and forecast, 2018 - 2021 (USD Million)
  • TABLE 34 Audio annotation market estimates and forecast, 2022 - 2028 (USD Million)
  • TABLE 35 Manual annotation market estimates and forecast, 2018 - 2021 (USD Million)
  • TABLE 36 Manual annotation market estimates and forecast, 2022 - 2028 (USD Million)
  • TABLE 37 Automated annotation market estimates and forecast, 2018 - 2021 (USD Million)
  • TABLE 38 Automated annotation market estimates and forecast, 2022 - 2028 (USD Million)
  • TABLE 39 IT & telecom market estimates and forecast, 2018 - 2021 (USD Million)
  • TABLE 40 IT & telecom market estimates and forecast, 2022 - 2028 (USD Million)
  • TABLE 41 BFSI market estimates and forecast, 2018 - 2021 (USD Million)
  • TABLE 42 BFSI market estimates and forecast, 2022 - 2028 (USD Million)
  • TABLE 43 Healthcare market estimates and forecast, 2018 - 2021 (USD Million)
  • TABLE 44 Healthcare market estimates and forecast, 2022 - 2028 (USD Million)
  • TABLE 45 Retail market estimates and forecast, 2018 - 2021 (USD Million)
  • TABLE 46 Retail market estimates and forecast, 2022 - 2028 (USD Million)
  • TABLE 47 Automotive market estimates and forecast, 2018 - 2021 (USD Million)
  • TABLE 48 Automotive market estimates and forecast, 2022 - 2028 (USD Million)
  • TABLE 49 Agriculture market estimates and forecast, 2018 - 2021 (USD Million)
  • TABLE 50 Agriculture market estimates and forecast, 2022 - 2028 (USD Million)
  • TABLE 51 Others market estimates and forecast, 2018 - 2021 (USD Million)
  • TABLE 52 Others market estimates and forecast, 2022 - 2028 (USD Million)
  • TABLE 53 North America data annotation tools market estimates and forecast, 2018 - 2021 (USD Million)
  • TABLE 54 North America data annotation tools market estimates and forecast, 2022 - 2028 (USD Million)
  • TABLE 55 North America data annotation tools market estimates and forecast, by data type, 2018 - 2021 (USD Million)
  • TABLE 56 North America data annotation tools market estimates and forecast, by data type, 2022 - 2028 (USD Million)
  • TABLE 57 North America data annotation tools market estimates and forecast, by image/video, 2018 - 2021 (USD Million)
  • TABLE 58 North America data annotation tools market estimates and forecast, by image/video, 2022 - 2028 (USD Million)
  • TABLE 59 North America data annotation tools market estimates and forecast, by annotation approach, 2018 - 2021 (USD Million)
  • TABLE 60 North America data annotation tools market estimates and forecast, by annotation approach, 2022 - 2028 (USD Million)
  • TABLE 61 North America data annotation tools market estimates and forecast, by application, 2018 - 2021 (USD Million)
  • TABLE 62 North America data annotation tools market estimates and forecast, by application, 2022 - 2028 (USD Million)
  • TABLE 63 U.S. data annotation tools market estimates and forecast, 2018 - 2021 (USD Million)
  • TABLE 64 U.S. data annotation tools market estimates and forecast, 2022 - 2028 (USD Million)
  • TABLE 65 U.S. data annotation tools market estimates and forecast, by data type, 2018 - 2021 (USD Million)
  • TABLE 66 U.S. data annotation tools market estimates and forecast, by data type, 2022 - 2028 (USD Million)
  • TABLE 67 U.S. data annotation tools market estimates and forecast, by image/video, 2018 - 2021 (USD Million)
  • TABLE 68 U.S. data annotation tools market estimates and forecast, by image/video, 2022 - 2028 (USD Million)
  • TABLE 69 U.S. data annotation tools market estimates and forecast, by annotation approach, 2018 - 2021 (USD Million)
  • TABLE 70 U.S. data annotation tools market estimates and forecast, by annotation approach, 2022 - 2028 (USD Million)
  • TABLE 71 U.S. data annotation tools market estimates and forecast, by application, 2018 - 2021 (USD Million)
  • TABLE 72 U.S. data annotation tools market estimates and forecast, by application, 2022 - 2028 (USD Million)
  • TABLE 73 Canada data annotation tools market estimates and forecast, 2018 - 2021 (USD Million)
  • TABLE 74 Canada data annotation tools market estimates and forecast, 2022 - 2028 (USD Million)
  • TABLE 75 Canada data annotation tools market estimates and forecast, by data type, 2018 - 2021 (USD Million)
  • TABLE 76 Canada data annotation tools market estimates and forecast, by data type, 2022 - 2028 (USD Million)
  • TABLE 77 Canada data annotation tools market estimates and forecast, by image/video, 2018 - 2021 (USD Million)
  • TABLE 78 Canada data annotation tools market estimates and forecast, by image/video, 2022 - 2028 (USD Million)
  • TABLE 79 Canada data annotation tools market estimates and forecast, by annotation approach, 2018 - 2021 (USD Million)
  • TABLE 80 Canada data annotation tools market estimates and forecast, by annotation approach, 2022 - 2028 (USD Million)
  • TABLE 81 Canada data annotation tools market estimates and forecast, by application, 2018 - 2021 (USD Million)
  • TABLE 82 Canada data annotation tools market estimates and forecast, by application, 2022 - 2028 (USD Million)
  • TABLE 83 Europe data annotation tools market estimates and forecast, 2018 - 2021 (USD Million)
  • TABLE 84 Europe data annotation tools market estimates and forecast, 2022 - 2028 (USD Million)
  • TABLE 85 Europe data annotation tools market estimates and forecast, by data type, 2018 - 2021 (USD Million)
  • TABLE 86 Europe data annotation tools market estimates and forecast, by data type, 2022 - 2028 (USD Million)
  • TABLE 87 Europe data annotation tools market estimates and forecast, by image/video, 2018 - 2021 (USD Million)
  • TABLE 88 Europe data annotation tools market estimates and forecast, by image/video, 2022 - 2028 (USD Million)
  • TABLE 89 Europe data annotation tools market estimates and forecast, by annotation approach, 2018 - 2021 (USD Million)
  • TABLE 90 Europe data annotation tools market estimates and forecast, by annotation approach, 2022 - 2028 (USD Million)
  • TABLE 91 Europe data annotation tools market estimates and forecast, by application, 2018 - 2021 (USD Million)
  • TABLE 92 Europe data annotation tools market estimates and forecast, by application, 2022 - 2028 (USD Million)
  • TABLE 93 UK data annotation tools market estimates and forecast, 2018 - 2021 (USD Million)
  • TABLE 94 UK data annotation tools market estimates and forecast, 2022 - 2028 (USD Million)
  • TABLE 95 UK data annotation tools market estimates and forecast, by data type, 2018 - 2021 (USD Million)
  • TABLE 96 UK data annotation tools market estimates and forecast, by data type, 2022 - 2028 (USD Million)
  • TABLE 97 UK data annotation tools market estimates and forecast, by image/video, 2018 - 2021 (USD Million)
  • TABLE 98 UK data annotation tools market estimates and forecast, by image/video, 2022 - 2028 (USD Million)
  • TABLE 99 UK data annotation tools market estimates and forecast, by annotation approach, 2018 - 2021 (USD Million)
  • TABLE 100 UK data annotation tools market estimates and forecast, by annotation approach, 2022 - 2028 (USD Million)
  • TABLE 101 UK data annotation tools market estimates and forecast, by application, 2018 - 2021 (USD Million)
  • TABLE 102 UK data annotation tools market estimates and forecast, by application, 2022 - 2028 (USD Million)
  • TABLE 103 Germany data annotation tools market estimates and forecast, 2018 - 2021 (USD Million)
  • TABLE 104 Germany data annotation tools market estimates and forecast, 2022 - 2028 (USD Million)
  • TABLE 105 Germany data annotation tools market estimates and forecast, by data type, 2018 - 2021 (USD Million)
  • TABLE 106 Germany data annotation tools market estimates and forecast, by data type, 2022 - 2028 (USD Million)
  • TABLE 107 Germany data annotation tools market estimates and forecast, by image/video, 2018 - 2021 (USD Million)
  • TABLE 108 Germany data annotation tools market estimates and forecast, by image/video, 2022 - 2028 (USD Million)
  • TABLE 109 Germany data annotation tools market estimates and forecast, by annotation approach, 2018 - 2021 (USD Million)
  • TABLE 110 Germany data annotation tools market estimates and forecast, by annotation approach, 2022 - 2028 (USD Million)
  • TABLE 111 Germany data annotation tools market estimates and forecast, by application, 2018 - 2021 (USD Million)
  • TABLE 112 Germany data annotation tools market estimates and forecast, by application, 2022 - 2028 (USD Million)
  • TABLE 113 France data annotation tools market estimates and forecast, 2018 - 2021 (USD Million)
  • TABLE 114 France data annotation tools market estimates and forecast, 2022 - 2028 (USD Million)
  • TABLE 115 France data annotation tools market estimates and forecast, by data type, 2018 - 2021 (USD Million)
  • TABLE 116 France data annotation tools market estimates and forecast, by data type, 2022 - 2028 (USD Million)
  • TABLE 117 France data annotation tools market estimates and forecast, by image/video, 2018 - 2021 (USD Million)
  • TABLE 118 France data annotation tools market estimates and forecast, by image/video, 2022 - 2028 (USD Million)
  • TABLE 119 France data annotation tools market estimates and forecast, by annotation approach, 2018 - 2021 (USD Million)
  • TABLE 120 France data annotation tools market estimates and forecast, by annotation approach, 2022 - 2028 (USD Million)
  • TABLE 121 France data annotation tools market estimates and forecast, by application, 2018 - 2021 (USD Million)
  • TABLE 122 France data annotation tools market estimates and forecast, by application, 2022 - 2028 (USD Million)
  • TABLE 123 Italy data annotation tools market estimates and forecast, 2018 - 2021 (USD Million)
  • TABLE 124 Italy data annotation tools market estimates and forecast, 2022 - 2028 (USD Million)
  • TABLE 125 Italy data annotation tools market estimates and forecast, by data type, 2018 - 2021 (USD Million)
  • TABLE 126 Italy data annotation tools market estimates and forecast, by data type, 2022 - 2028 (USD Million)
  • TABLE 127 Italy data annotation tools market estimates and forecast, by image/video, 2018 - 2021 (USD Million)
  • TABLE 128 Italy data annotation tools market estimates and forecast, by image/video, 2022 - 2028 (USD Million)
  • TABLE 129 Italy data annotation tools market estimates and forecast, by annotation approach, 2018 - 2021 (USD Million)
  • TABLE 130 Italy data annotation tools market estimates and forecast, by annotation approach, 2022 - 2028 (USD Million)
  • TABLE 131 Italy data annotation tools market estimates and forecast, by application, 2018 - 2021 (USD Million)
  • TABLE 132 Italy data annotation tools market estimates and forecast, by application, 2022 - 2028 (USD Million)
  • TABLE 133 Spain data annotation tools market estimates and forecast, 2018 - 2021 (USD Million)
  • TABLE 134 Spain data annotation tools market estimates and forecast, 2022 - 2028 (USD Million)
  • TABLE 135 Spain data annotation tools market estimates and forecast, by data type, 2018 - 2021 (USD Million)
  • TABLE 136 Spain data annotation tools market estimates and forecast, by data type, 2022 - 2028 (USD Million)
  • TABLE 137 Spain data annotation tools market estimates and forecast, by image/video, 2018 - 2021 (USD Million)
  • TABLE 138 Spain data annotation tools market estimates and forecast, by image/video, 2022 - 2028 (USD Million)
  • TABLE 139 Spain data annotation tools market estimates and forecast, by annotation approach, 2018 - 2021 (USD Million)
  • TABLE 140 Spain data annotation tools market estimates and forecast, by annotation approach, 2022 - 2028 (USD Million)
  • TABLE 141 Spain data annotation tools market estimates and forecast, by application, 2018 - 2021 (USD Million)
  • TABLE 142 Spain data annotation tools market estimates and forecast, by application, 2022 - 2028 (USD Million)
  • TABLE 143 Netherlands data annotation tools market estimates and forecast, 2018 - 2021 (USD Million)
  • TABLE 144 Netherlands data annotation tools market estimates and forecast, 2022 - 2028 (USD Million)
  • TABLE 145 Netherlands data annotation tools market estimates and forecast, by data type, 2018 - 2021 (USD Million)
  • TABLE 146 Netherlands data annotation tools market estimates and forecast, by data type, 2022 - 2028 (USD Million)
  • TABLE 147 Netherlands data annotation tools market estimates and forecast, by image/video, 2018 - 2021 (USD Million)
  • TABLE 148 Netherlands data annotation tools market estimates and forecast, by image/video, 2022 - 2028 (USD Million)
  • TABLE 149 Netherlands data annotation tools market estimates and forecast, by annotation approach, 2018 - 2021 (USD Million)
  • TABLE 150 Netherlands data annotation tools market estimates and forecast, by annotation approach, 2022 - 2028 (USD Million)
  • TABLE 151 Netherlands data annotation tools market estimates and forecast, by application, 2018 - 2021 (USD Million)
  • TABLE 152 Netherlands data annotation tools market estimates and forecast, by application, 2022 - 2028 (USD Million)
  • TABLE 153 Nordics data annotation tools market estimates and forecast, 2018 - 2021 (USD Million)
  • TABLE 154 Nordics data annotation tools market estimates and forecast, 2022 - 2028 (USD Million)
  • TABLE 155 Nordics data annotation tools market estimates and forecast, by data type, 2018 - 2021 (USD Million)
  • TABLE 156 Nordics data annotation tools market estimates and forecast, by data type, 2022 - 2028 (USD Million)
  • TABLE 157 Nordics data annotation tools market estimates and forecast, by image/video, 2018 - 2021 (USD Million)
  • TABLE 158 Nordics data annotation tools market estimates and forecast, by image/video, 2022 - 2028 (USD Million)
  • TABLE 159 Nordics data annotation tools market estimates and forecast, by annotation approach, 2018 - 2021 (USD Million)
  • TABLE 160 Nordics data annotation tools market estimates and forecast, by annotation approach, 2022 - 2028 (USD Million)
  • TABLE 161 Nordics data annotation tools market estimates and forecast, by application, 2018 - 2021 (USD Million)
  • TABLE 162 Nordics data annotation tools market estimates and forecast, by application, 2022 - 2028 (USD Million)
  • TABLE 163 Asia Pacific data annotation tools market estimates and forecast, 2018 - 2021 (USD Million)
  • TABLE 164 Asia Pacific data annotation tools market estimates and forecast, 2022 - 2028 (USD Million)
  • TABLE 165 Asia Pacific data annotation tools market estimates and forecast, by data type, 2018 - 2021 (USD Million)
  • TABLE 166 Asia Pacific data annotation tools market estimates and forecast, by data type, 2022 - 2028 (USD Million)
  • TABLE 167 Asia Pacific data annotation tools market estimates and forecast, by image/video, 2018 - 2021 (USD Million)
  • TABLE 168 Asia Pacific data annotation tools market estimates and forecast, by image/video, 2022 - 2028 (USD Million)
  • TABLE 169 Asia Pacific data annotation tools market estimates and forecast, by annotation approach, 2018 - 2021 (USD Million)
  • TABLE 170 Asia Pacific data annotation tools market estimates and forecast, by annotation approach, 2022 - 2028 (USD Million)
  • TABLE 171 Asia Pacific data annotation tools market estimates and forecast, by application, 2018 - 2021 (USD Million)
  • TABLE 172 Asia Pacific data annotation tools market estimates and forecast, by application, 2022 - 2028 (USD Million)
  • TABLE 173 China data annotation tools market estimates and forecast, 2018 - 2021 (USD Million)
  • TABLE 174 China data annotation tools market estimates and forecast, 2022 - 2028 (USD Million)
  • TABLE 175 China data annotation tools market estimates and forecast, by data type, 2018 - 2021 (USD Million)
  • TABLE 176 China data annotation tools market estimates and forecast, by data type, 2022 - 2028 (USD Million)
  • TABLE 177 China data annotation tools market estimates and forecast, by image/video, 2018 - 2021 (USD Million)
  • TABLE 178 China data annotation tools market estimates and forecast, by image/video, 2022 - 2028 (USD Million)
  • TABLE 179 China data annotation tools market estimates and forecast, by annotation approach, 2018 - 2021 (USD Million)
  • TABLE 180 China data annotation tools market estimates and forecast, by annotation approach, 2022 - 2028 (USD Million)
  • TABLE 181 China data annotation tools market estimates and forecast, by application, 2018 - 2021 (USD Million)
  • TABLE 182 China data annotation tools market estimates and forecast, by application, 2022 - 2028 (USD Million)
  • TABLE 183 India data annotation tools market estimates and forecast, 2018 - 2021 (USD Million)
  • TABLE 184 India data annotation tools market estimates and forecast, 2022 - 2028 (USD Million)
  • TABLE 185 India data annotation tools market estimates and forecast, by data type, 2018 - 2021 (USD Million)
  • TABLE 186 India data annotation tools market estimates and forecast, by data type, 2022 - 2028 (USD Million)
  • TABLE 187 India data annotation tools market estimates and forecast, by image/video, 2018 - 2021 (USD Million)
  • TABLE 188 India data annotation tools market estimates and forecast, by image/video, 2022 - 2028 (USD Million)
  • TABLE 189 India data annotation tools market estimates and forecast, by annotation approach, 2018 - 2021 (USD Million)
  • TABLE 190 India data annotation tools market estimates and forecast, by annotation approach, 2022 - 2028 (USD Million)
  • TABLE 191 India data annotation tools market estimates and forecast, by application, 2018 - 2021 (USD Million)
  • TABLE 192 India data annotation tools market estimates and forecast, by application, 2022 - 2028 (USD Million)
  • TABLE 193 Japan data annotation tools market estimates and forecast, 2018 - 2021 (USD Million)
  • TABLE 194 Japan data annotation tools market estimates and forecast, 2022 - 2028 (USD Million)
  • TABLE 195 Japan data annotation tools market estimates and forecast, by data type, 2018 - 2021 (USD Million)
  • TABLE 196 Japan data annotation tools market estimates and forecast, by data type, 2022 - 2028 (USD Million)
  • TABLE 197 Japan data annotation tools market estimates and forecast, by image/video, 2018 - 2021 (USD Million)
  • TABLE 198 Japan data annotation tools market estimates and forecast, by image/video, 2022 - 2028 (USD Million)
  • TABLE 199 Japan data annotation tools market estimates and forecast, by annotation approach, 2018 - 2021 (USD Million)
  • TABLE 200 Japan data annotation tools market estimates and forecast, by annotation approach, 2022 - 2028 (USD Million)
  • TABLE 201 Japan data annotation tools market estimates and forecast, by application, 2018 - 2021 (USD Million)
  • TABLE 202 Japan data annotation tools market estimates and forecast, by application, 2022 - 2028 (USD Million)
  • TABLE 203 South Korea data annotation tools market estimates and forecast, 2018 - 2021 (USD Million)
  • TABLE 204 South Korea data annotation tools market estimates and forecast, 2022 - 2028 (USD Million)
  • TABLE 205 South Korea data annotation tools market estimates and forecast, by data type, 2018 - 2021 (USD Million)
  • TABLE 206 South Korea data annotation tools market estimates and forecast, by data type, 2022 - 2028 (USD Million)
  • TABLE 207 South Korea data annotation tools market estimates and forecast, by image/video, 2018 - 2021 (USD Million)
  • TABLE 208 South Korea data annotation tools market estimates and forecast, by image/video, 2022 - 2028 (USD Million)
  • TABLE 209 South Korea data annotation tools market estimates and forecast, by annotation approach, 2018 - 2021 (USD Million)
  • TABLE 210 South Korea data annotation tools market estimates and forecast, by annotation approach, 2022 - 2028 (USD Million)
  • TABLE 211 South Korea data annotation tools market estimates and forecast, by application, 2018 - 2021 (USD Million)
  • TABLE 212 South Korea data annotation tools market estimates and forecast, by application, 2022 - 2028 (USD Million)
  • TABLE 213 Australia data annotation tools market estimates and forecast, 2018 - 2021 (USD Million)
  • TABLE 214 Australia data annotation tools market estimates and forecast, 2022 - 2028 (USD Million)
  • TABLE 215 Australia data annotation tools market estimates and forecast, by data type, 2018 - 2021 (USD Million)
  • TABLE 216 Australia data annotation tools market estimates and forecast, by data type, 2022 - 2028 (USD Million)
  • TABLE 217 Australia data annotation tools market estimates and forecast, by image/video, 2018 - 2021 (USD Million)
  • TABLE 218 Australia data annotation tools market estimates and forecast, by image/video, 2022 - 2028 (USD Million)
  • TABLE 219 Australia data annotation tools market estimates and forecast, by annotation approach, 2018 - 2021 (USD Million)
  • TABLE 220 Australia data annotation tools market estimates and forecast, by annotation approach, 2022 - 2028 (USD Million)
  • TABLE 221 Australia data annotation tools market estimates and forecast, by application, 2018 - 2021 (USD Million)
  • TABLE 222 Australia data annotation tools market estimates and forecast, by application, 2022 - 2028 (USD Million)
  • TABLE 223 Singapore data annotation tools market estimates and forecast, 2018 - 2021 (USD Million)
  • TABLE 224 Singapore data annotation tools market estimates and forecast, 2022 - 2028 (USD Million)
  • TABLE 225 Singapore data annotation tools market estimates and forecast, by data type, 2018 - 2021 (USD Million)
  • TABLE 226 Singapore data annotation tools market estimates and forecast, by data type, 2022 - 2028 (USD Million)
  • TABLE 227 Singapore data annotation tools market estimates and forecast, by image/video, 2018 - 2021 (USD Million)
  • TABLE 228 Singapore data annotation tools market estimates and forecast, by image/video, 2022 - 2028 (USD Million)
  • TABLE 229 Singapore data annotation tools market estimates and forecast, by annotation approach, 2018 - 2021 (USD Million)
  • TABLE 230 Singapore data annotation tools market estimates and forecast, by annotation approach, 2022 - 2028 (USD Million)
  • TABLE 231 Singapore data annotation tools market estimates and forecast, by application, 2018 - 2021 (USD Million)
  • TABLE 232 Singapore data annotation tools market estimates and forecast, by application, 2022 - 2028 (USD Million)
  • TABLE 233 Latin America data annotation tools market estimates and forecast, 2018 - 2021 (USD Million)
  • TABLE 234 Latin America data annotation tools market estimates and forecast, 2022 - 2028 (USD Million)
  • TABLE 235 Latin America data annotation tools market estimates and forecast, by data type, 2018 - 2021 (USD Million)
  • TABLE 236 Latin America data annotation tools market estimates and forecast, by data type, 2022 - 2028 (USD Million)
  • TABLE 237 Latin America data annotation tools market estimates and forecast, by image/video, 2018 - 2021 (USD Million)
  • TABLE 238 Latin America data annotation tools market estimates and forecast, by image/video, 2022 - 2028 (USD Million)
  • TABLE 239 Latin America data annotation tools market estimates and forecast, by annotation approach, 2018 - 2021 (USD Million)
  • TABLE 240 Latin America data annotation tools market estimates and forecast, by annotation approach, 2022 - 2028 (USD Million)
  • TABLE 241 Latin America data annotation tools market estimates and forecast, by application, 2018 - 2021 (USD Million)
  • TABLE 242 Latin America data annotation tools market estimates and forecast, by application, 2022 - 2028 (USD Million)
  • TABLE 243 Brazil data annotation tools market estimates and forecast, 2018 - 2021 (USD Million)
  • TABLE 244 Brazil data annotation tools market estimates and forecast, 2022 - 2028 (USD Million)
  • TABLE 245 Brazil data annotation tools market estimates and forecast, by data type, 2018 - 2021 (USD Million)
  • TABLE 246 Brazil data annotation tools market estimates and forecast, by data type, 2022 - 2028 (USD Million)
  • TABLE 247 Brazil data annotation tools market estimates and forecast, by image/video, 2018 - 2021 (USD Million)
  • TABLE 248 Brazil data annotation tools market estimates and forecast, by image/video, 2022 - 2028 (USD Million)
  • TABLE 249 Brazil data annotation tools market estimates and forecast, by annotation approach, 2018 - 2021 (USD Million)
  • TABLE 250 Brazil data annotation tools market estimates and forecast, by annotation approach, 2022 - 2028 (USD Million)
  • TABLE 251 Brazil data annotation tools market estimates and forecast, by application, 2018 - 2021 (USD Million)
  • TABLE 252 Brazil data annotation tools market estimates and forecast, by application, 2022 - 2028 (USD Million)
  • TABLE 253 Mexico data annotation tools market estimates and forecast, 2018 - 2021 (USD Million)
  • TABLE 254 Mexico data annotation tools market estimates and forecast, 2022 - 2028 (USD Million)
  • TABLE 255 Mexico data annotation tools market estimates and forecast, by data type, 2018 - 2021 (USD Million)
  • TABLE 256 Mexico data annotation tools market estimates and forecast, by data type, 2022 - 2028 (USD Million)
  • TABLE 257 Mexico data annotation tools market estimates and forecast, by image/video, 2018 - 2021 (USD Million)
  • TABLE 258 Mexico data annotation tools market estimates and forecast, by image/video, 2022 - 2028 (USD Million)
  • TABLE 259 Mexico data annotation tools market estimates and forecast, by annotation approach, 2018 - 2021 (USD Million)
  • TABLE 260 Mexico data annotation tools market estimates and forecast, by annotation approach, 2022 - 2028 (USD Million)
  • TABLE 261 Mexico data annotation tools market estimates and forecast, by application, 2018 - 2021 (USD Million)
  • TABLE 262 Mexico data annotation tools market estimates and forecast, by application, 2022 - 2028 (USD Million)
  • TABLE 263 Colombia data annotation tools market estimates and forecast, 2018 - 2021 (USD Million)
  • TABLE 264 Colombia data annotation tools market estimates and forecast, 2022 - 2028 (USD Million)
  • TABLE 265 Colombia data annotation tools market estimates and forecast, by data type, 2018 - 2021 (USD Million)
  • TABLE 266 Colombia data annotation tools market estimates and forecast, by data type, 2022 - 2028 (USD Million)
  • TABLE 267 Colombia data annotation tools market estimates and forecast, by image/video, 2018 - 2021 (USD Million)
  • TABLE 268 Colombia data annotation tools market estimates and forecast, by image/video, 2022 - 2028 (USD Million)
  • TABLE 269 Colombia data annotation tools market estimates and forecast, by annotation approach, 2018 - 2021 (USD Million)
  • TABLE 270 Colombia data annotation tools market estimates and forecast, by annotation approach, 2022 - 2028 (USD Million)
  • TABLE 271 Colombia data annotation tools market estimates and forecast, by application, 2018 - 2021 (USD Million)
  • TABLE 272 Colombia data annotation tools market estimates and forecast, by application, 2022 - 2028 (USD Million)
  • TABLE 273 MEA data annotation tools market estimates and forecast, 2018 - 2021 (USD Million)
  • TABLE 274 MEA data annotation tools market estimates and forecast, 2022 - 2028 (USD Million)
  • TABLE 275 MEA data annotation tools market estimates and forecast, by data type, 2018 - 2021 (USD Million)
  • TABLE 276 MEA data annotation tools market estimates and forecast, by data type, 2022 - 2028 (USD Million)
  • TABLE 277 MEA data annotation tools market estimates and forecast, by image/video, 2018 - 2021 (USD Million)
  • TABLE 278 MEA data annotation tools market estimates and forecast, by image/video, 2022 - 2028 (USD Million)
  • TABLE 279 MEA data annotation tools market estimates and forecast, by annotation approach, 2018 - 2021 (USD Million)
  • TABLE 280 MEA data annotation tools market estimates and forecast, by annotation approach, 2022 - 2028 (USD Million)
  • TABLE 281 MEA data annotation tools market estimates and forecast, by application, 2018 - 2021 (USD Million)
  • TABLE 282 MEA data annotation tools market estimates and forecast, by application, 2022 - 2028 (USD Million)
  • TABLE 283 Saudi Arabia data annotation tools market estimates and forecast, 2018 - 2021 (USD Million)
  • TABLE 284 Saudi Arabia data annotation tools market estimates and forecast, 2022 - 2028 (USD Million)
  • TABLE 285 Saudi Arabia data annotation tools market estimates and forecast, by data type, 2018 - 2021 (USD Million)
  • TABLE 286 Saudi Arabia data annotation tools market estimates and forecast, by data type, 2022 - 2028 (USD Million)
  • TABLE 287 Saudi Arabia data annotation tools market estimates and forecast, by image/video, 2018 - 2021 (USD Million)
  • TABLE 288 Saudi Arabia data annotation tools market estimates and forecast, by image/video, 2022 - 2028 (USD Million)
  • TABLE 289 Saudi Arabia data annotation tools market estimates and forecast, by annotation approach, 2018 - 2021 (USD Million)
  • TABLE 290 Saudi Arabia data annotation tools market estimates and forecast, by annotation approach, 2022 - 2028 (USD Million)
  • TABLE 291 Saudi Arabia data annotation tools market estimates and forecast, by application, 2018 - 2021 (USD Million)
  • TABLE 292 Saudi Arabia data annotation tools market estimates and forecast, by application, 2022 - 2028 (USD Million)
  • TABLE 293 UAE data annotation tools market estimates and forecast, 2018 - 2021 (USD Million)
  • TABLE 294 UAE data annotation tools market estimates and forecast, 2022 - 2028 (USD Million)
  • TABLE 295 UAE data annotation tools market estimates and forecast, by data type, 2018 - 2021 (USD Million)
  • TABLE 296 UAE data annotation tools market estimates and forecast, by data type, 2022 - 2028 (USD Million)
  • TABLE 297 UAE data annotation tools market estimates and forecast, by image/video, 2018 - 2021 (USD Million)
  • TABLE 298 UAE data annotation tools market estimates and forecast, by image/video, 2022 - 2028 (USD Million)
  • TABLE 299 UAE data annotation tools market estimates and forecast, by annotation approach, 2018 - 2021 (USD Million)
  • TABLE 300 UAE data annotation tools market estimates and forecast, by annotation approach, 2022 - 2028 (USD Million)
  • TABLE 301 UAE data annotation tools market estimates and forecast, by application, 2018 - 2021 (USD Million)
  • TABLE 302 UAE data annotation tools market estimates and forecast, by application, 2022 - 2028 (USD Million)
  • TABLE 303 South Africa data annotation tools market estimates and forecast, 2018 - 2021 (USD Million)
  • TABLE 304 South Africa data annotation tools market estimates and forecast, 2022 - 2028 (USD Million)
  • TABLE 305 South Africa data annotation tools market estimates and forecast, by data type, 2018 - 2021 (USD Million)
  • TABLE 306 South Africa data annotation tools market estimates and forecast, by data type, 2022 - 2028 (USD Million)
  • TABLE 307 South Africa data annotation tools market estimates and forecast, by image/video, 2018 - 2021 (USD Million)
  • TABLE 308 South Africa data annotation tools market estimates and forecast, by image/video, 2022 - 2028 (USD Million)
  • TABLE 309 South Africa data annotation tools market estimates and forecast, by annotation approach, 2018 - 2021 (USD Million)
  • TABLE 310 South Africa data annotation tools market estimates and forecast, by annotation approach, 2022 - 2028 (USD Million)
  • TABLE 311 South Africa data annotation tools market estimates and forecast, by application, 2018 - 2021 (USD Million)
  • TABLE 312 South Africa data annotation tools market estimates and forecast, by application, 2022 - 2028 (USD Million)
  • TABLE 313 Israel data annotation tools market estimates and forecast, 2018 - 2021 (USD Million)
  • TABLE 314 Israel data annotation tools market estimates and forecast, 2022 - 2028 (USD Million)
  • TABLE 315 Israel data annotation tools market estimates and forecast, by data type, 2018 - 2021 (USD Million)
  • TABLE 316 Israel data annotation tools market estimates and forecast, by data type, 2022 - 2028 (USD Million)
  • TABLE 317 Israel data annotation tools market estimates and forecast, by image/video, 2018 - 2021 (USD Million)
  • TABLE 318 Israel data annotation tools market estimates and forecast, by image/video, 2022 - 2028 (USD Million)
  • TABLE 319 Israel data annotation tools market estimates and forecast, by annotation approach, 2018 - 2021 (USD Million)
  • TABLE 320 Israel data annotation tools market estimates and forecast, by annotation approach, 2022 - 2028 (USD Million)
  • TABLE 321 Israel data annotation tools market estimates and forecast, by application, 2018 - 2021 (USD Million)
  • TABLE 322 Israel data annotation tools market estimates and forecast, by application, 2022 - 2028 (USD Million)

Charts & Figures

  • FIG 1 Data annotation tools market 360 degree synopsis, 2018 -2028
  • FIG 2 Perceived benefits of U.S. retailers regarding AI during COVID-19
  • FIG 3 Median wages of data scientists in Europe during COVID-19 (USD)
  • FIG 4 China AI investment landscape, 2015-2020
  • FIG 5 Public spending on healthcare, 2020 (% of GDP)
  • FIG 6 AI contribution estimates on GCC economy, 2030 (% of GDP)
  • FIG 7 Evolution of data annotation tools
  • FIG 8 Data annotation tools architecture
  • FIG 9 Data annotation tools industry ecosystem analysis
  • FIG 10 Percentage of companies hiring graduates for data analytics roles
  • FIG 11 Autonomous vehicle funding, 2014 - 2018
  • FIG 12 Big data technology penetration in healthcare, 2021 & 2028
  • FIG 13 Text analytics revenue by solution, 2021 ($ Mn)
  • FIG 14 Data quality control across organizations, 2015 - 2020
  • FIG 15 AI skill shortage, 2015 to 2019 H1 (4 week moving average)
  • FIG 16 Cost comparison of various annotation approaches (USD)
  • FIG 17 Growth potential analysis
  • FIG 18 Porter's analysis
  • FIG 19 PESTEL analysis
  • FIG 20 Company market share, 2021
  • FIG 21 Competitive analysis of key market players, 2021
  • FIG 22 Competitive analysis of innovation leaders, 2021
  • FIG 23 Vendor adoption matrix
  • FIG 24 Data annotation tools market, by data type, 2021 & 2028
  • FIG 25 Data annotation market, by annotation approach, 2021 & 2028
  • FIG 26 Data annotation market, by application, 2021 & 2028
  • FIG 27 Data annotation tools market, by region, 2021 & 2028
  • FIG 28 SWOT Analysis, Alegion, Inc.
  • FIG 29 SWOT Analysis, Appen Limited
  • FIG 30 SWOT Analysis, Amazon Web Services, Inc.
  • FIG 31 SWOT Analysis, Clickworker GmbH
  • FIG 32 SWOT Analysis, CloudApp, Inc.
  • FIG 33 SWOT Analysis, CloudFactory Limited
  • FIG 34 SWOT Analysis, Cogito Tech LLC
  • FIG 35 SWOT Analysis, Dataturks
  • FIG 36 SWOT Analysis, Defined AI
  • FIG 37 SWOT Analysis, Google LLC
  • FIG 38 SWOT Analysis, Hive
  • FIG 39 SWOT Analysis, IBM Corporation
  • FIG 40 SWOT Analysis, iMerit
  • FIG 41 SWOT Analysis, Labelbox, Inc.
  • FIG 42 SWOT Analysis, Landing AI
  • FIG 43 SWOT Analysis, LionBridge AI
  • FIG 44 SWOT Analysis, MonkeyLearn Inc.
  • FIG 45 SWOT Analysis, Neurala, Inc.
  • FIG 46 SWOT Analysis, Playment Inc.
  • FIG 47 SWOT Analysis, Samasource Inc.
  • FIG 48 SWOT Analysis, Scale, Inc.
  • FIG 49 SWOT Analysis, Sigma AI
  • FIG 50 SWOT Analysis, Webtunix AI.