The study involved four major activities in estimating the image recognition market. We performed extensive secondary research to collect information on the market, the competitive market, and the parent market. The next step was to validate these findings, assumptions, and sizing with industry experts across the value chain through primary research. Both top-down and bottom-up approaches were employed to estimate the complete market size. After that, we used the market breakup and data triangulation procedures to estimate the market size of the various segments in the image recognition market.
Secondary Research
This research study used extensive secondary sources, directories, and databases, such as D&B Hoovers, DiscoverOrg, Factiva, vendor data sheets, product demos, Cloud Computing Association (CCA), Vendor Surveys, Asia Cloud Computing Association, and The Software Alliance. We used these sources to identify and collect valuable information for this technical, market-oriented, and commercial image recognition market.
Primary Research
Primary sources were several industry experts from the core and related industries, preferred software providers, hardware manufacturers, distributors, service providers, technology developers, alliances, and organizations related to all segments of the industry's value chain. In-depth interviews were conducted with primary respondents, including key industry participants, subject-matter experts, C-level executives of key market players, and industry consultants, to obtain and verify critical qualitative and quantitative information and assess the market's prospects.
We conducted primary interviews to gather insights, such as market statistics, the latest trends disrupting the market, new use cases implemented, data on revenue collected from products and services, market breakups, market size estimations, market forecasts, and data triangulation. Primary research also helped understand various technology trends, segmentation types, industry trends, and regions. Demand-side stakeholders, such as Chief Information Officers (CIOs), Chief Technology Officers (CTOs), and Chief Security Officers (CSOs); the installation teams of governments/end users using image recognition solutions & services; and digital initiatives project teams, were interviewed to understand the buyer's perspective on suppliers, products, service providers, and their current use of services, which would affect the overall image recognition market.
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Market Size Estimation
We used top-down and bottom-up approaches to estimate and forecast the image recognition and other dependent submarkets. We deployed a bottom-up procedure to arrive at the overall market size using the revenues and offerings of key companies in the market. With data triangulation methods and validation through primary interviews, this study determined and confirmed the exact value of the overall parent market size. We used the overall market size in the top-down procedure to estimate the size of other individual markets via percentage splits of the market segments.
We used top-down and bottom-up approaches to estimate and validate the image recognition market and other dependent subsegments.
The research methodology used to estimate the market size included the following details:
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We identified key players in the market through secondary research. We then determined their revenue contributions in the respective countries through primary and secondary research.
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This procedure included studying top market players' annual and financial reports and extensive interviews for key insights from industry leaders, such as Chief Executive Officers (CEOs), VPs, directors, and marketing executives.
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All percentage splits and breakups were determined using secondary sources and verified through primary sources.
All the possible parameters that affect the market covered in this research study have been accounted for, viewed in extensive detail, verified through primary research, and analyzed to get the final quantitative and qualitative data. This data is consolidated and added with detailed inputs and analysis from MarketsandMarkets.
Image Recognition Market: Top-down and Bottom-up approaches
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Data Triangulation
After arriving at the overall market size, the market was split into several segments and subsegments—using the market size estimation processes as explained above. Where applicable, data triangulation and market breakup procedures were employed to complete the overall market engineering process and determine each market segment's and subsegment's exact statistics. The data was triangulated by studying several factors and trends from the image recognition market's demand and supply sides.
Market Definition
Image recognition, or computer vision or visual recognition, is a branch of artificial intelligence (AI) and computer science that focuses on identifying, analyzing, and understanding images or visual data. Image recognition automatically identifies objects, patterns, or features within digital photos or videos. It involves using algorithms and computational methods to analyze and interpret visual data, enabling machines to understand the content of pictures like human perception. These systems use machine learning and deep learning techniques to train models on large datasets of labeled images, allowing them to recognize and classify objects, scenes, faces, text, gestures, and other visual elements within images or videos.
Key Stakeholders
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Image recognition vendors
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Consulting firms
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Third-party vendors
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Mobile application developers
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Cloud platform providers
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End users
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Investors and venture capitalists
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Technology providers
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Trade Associations and Industry Coalitions:
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Suppliers, distributors, and contractors
Report Objectives
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To define, describe, and forecast the image recognition market based on offerings, technologies, application areas, organization sizes, verticals, and regions
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To forecast the market size of the five major regional segments: North America, Europe, Asia Pacific, Middle East & Africa, and Latin America
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To strategically analyze the market subsegments concerning individual growth trends, prospects, and contributions to the total market
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To provide detailed information related to the significant factors influencing the growth of the market (drivers, restraints, opportunities, and challenges)
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To strategically analyze the macro and micromarkets1 concerning growth trends, prospects, and their contributions to the overall market
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To analyze the industry trends, patents and innovations, and pricing data related to the image recognition market.
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To analyze the opportunities in the market for stakeholders and provide details of the competitive landscape for major players.
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To profile the key players in the market and comprehensively analyze their market share/ranking and core competencies across segments and subsegments.
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To track and analyze the competitive developments, such as mergers and acquisitions, product developments, and partnerships and collaborations in the market.
Available Customizations
With the given market data, MarketsandMarkets offers customizations per the company's specific needs. The following customization options are available for the report:
Product Analysis
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The product matrix provides a detailed comparison of each company's portfolio.
Geographic Analysis
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Further breakup of the Asia Pacific market into countries contributing 75% to the regional market size
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Further breakup of the North American market into countries contributing 75% to the regional market size
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Further breakup of the Latin American market into countries contributing 75% to the regional market size
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Further breakup of the Middle Eastern & African market into countries contributing 75% to the regional market size
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Further breakup of the European market into countries contributing 75% to the regional market size
Company Information
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Detailed analysis and profiling of additional market players (up to 5)
Growth opportunities and latent adjacency in Image Recognition Market