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2030 年多光譜相機市場預測:依細分市場和地區分類的全球分析

Multispectral Camera Market Forecasts to 2030 - Global Analysis By Imaging Spectrum (Short Wave Infrared, Mid Wave Infrared, Long Wave Infrared, Visible Light and Near-infrared), Cooling, Technology, Application, End User and By Geography

出版日期: | 出版商: Stratistics Market Research Consulting | 英文 175+ Pages | 商品交期: 2-3個工作天內

價格

根據 Stratistics MRC 的數據,2023 年全球多光譜相機市場規模為 14 億美元,預計在預測期內將以 9.2% 的年複合成長率成長,到 2030 年達到 28 億美元。

多光譜相機是先進的成像工具,可以記錄超出人眼範圍的各種光譜頻寬或波長的影像。這些相機旨在從電磁頻譜的多個區域收集資料,從而可以根據其特徵光譜指紋分析不同的物體和材料。多光譜相機可以捕捉紫外線 (UV)、近紅外線 (NIR) 和其他特殊光譜區域的影像。多光譜相機可以透過檢查許多這些波長反射或發射的光來提供有關事物和環境的深入資訊和資料。這些攝影機可用於監測植物壓力、評估作物健康狀況以及安排灌溉和散佈。

根據2022年3月發布的拜登政府報告,拜登政府要求國防支出8,133億美元。在2023財政年度預算提案中,美國的軍費開支明顯累計世界其他國家。

人們對精密農業的興趣日益濃厚

精密農業使農民能夠利用作物和分析作物、土壤和天氣條件資料的技術,做出有關種植、施肥和收穫的資料主導決策。精密農業在很大程度上依賴多光譜相機,它為農民提供作物健康、營養水平和用水的全面資料。利用這些知識的農民可以提高產量、節省資金並最佳化營運。事實證明,在精密農業中使用多光譜相機可以提高作物產量,同時降低成本,使得這項技術對世界各地的農民變得越來越重要。這是拉動市場需求的要素。

資料生成非常複雜

收集和分析多光譜相機產生的大量資料的難度被稱為其複雜性。為了發揮作用,多光譜相機必須在多個波長下拍照,產生大量必須分析和理解的資料。從這些資料中得出有用的結論需要時間並帶來許多課題。這個問題阻礙了市場的拓展。

增加創新資金籌措和投資

影像處理和分析的硬體和軟體的顯著進步促使世界各地多個研究項目中多光譜技術的使用迅速增加。它具有多光譜成像的所有優點,包括高特異性和粒度、比其他光譜成像儀更快的影像擷取速度以及非侵入性成像。由於其優點,該方法在政府貸款和補貼下已在各個領域得到應用。新興企業公司和老牌公司可以引入尖端產品,擴大產品線,並透過資金籌措充分利用市場成長預測。

空間域缺乏高解析度

研究人員已將 HIS 作為一種新穎的方法應用於農業、航空和衛星攝影、生態學、地質學、醫學和工業檢查等領域。儘管空間域的解析度較低,但高光譜影像在光譜域具有解析度。影像品質受到大氣色散、補充照明和感測器雜訊的影響。因此,提高空間解析度對於許多用途更多地利用這種方法至關重要。透過軟體提高空間解析度很高,也是市場競爭目前面臨的關鍵問題。

COVID-19 的影響:

COVID-19 的爆發擴大了多光譜影像的市場,因為這項技術可能成為評估 COVID-19 皮疹的重要資源。使用這種方法對與 COVID-19 感染相關的皮膚症狀進行影像。除了評估線路、管道和潛在問題外,多光譜影像還提供了有關與 COVID-19 相關的肺部觀察的充分資訊。因此,整個疫情期間市場出現了顯著成長。

非冷凍部分預計將成為預測期內最大的部分

由於價格實惠,非製冷部分預計將出現良好的成長。非冷凍多光譜相機現在更便宜,可供更多客戶和企業使用,因為它們不需要與低溫冷卻器等冷卻組件相關的高成本。非製冷多光譜相機由於其經濟實惠而廣泛用於各種用途。其影像品質、性能和價格承受能力正在推動這一領域的需求。

預計國防領域在預測期間內年複合成長率最高

由於其情勢察覺和增強作戰能力的能力,國防領域預計在預測期內將以最快的年複合成長率成長。國防軍需要有關周圍環境的準確完整的資訊來監控和應對威脅。多光譜相機具有在可見光、近紅外線和熱紅外線光譜中拍照的優勢。多光譜相機可以根據光譜特徵區分不同的物體,檢測熱特徵,並識別化學和生物物質。國防專業人員可以利用這些資訊做出明智的決策、有效管理資源並應對可能的威脅。

佔比最大的地區:

預計亞太地區在預測期內將佔據最大的市場佔有率。農業、環境監測、林業和城市規劃只是該地區可以從多光譜成像的使用中受益的眾多行業中的一小部分。此外,該地區技術的快速發展正在提高多光譜相機系統的可用性和可承受性。這使得它易於在各種行業和組織中使用,包括小型企業、研究機構和政府機構。

複合年複合成長率最高的地區:

由於該地區監控技術創新的進步,預計北美在預測期內將呈現最高的年複合成長率。該地區的一些國家正在大力投資監控,例如美國。該地區擁有技術先進的醫療保健基礎設施,醫療保健支出不斷增加,新技術的採用以及多個市場參與者的存在。由於患者數量龐大、醫療保健意識不斷提高、政府對研發的資助以及即將開展的研究項目,該地區的市場正在不斷擴大。

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目錄

第1章 執行摘要

第2章 前言

  • 概述
  • 利害關係人
  • 調查範圍
  • 調查方法
    • 資料探勘
    • 資料分析
    • 資料檢驗
    • 研究途徑
  • 調查來源
    • 主要調查來源
    • 二次調查來源
    • 先決條件

第3章 市場趨勢分析

  • 促進因素
  • 抑制因素
  • 機會
  • 威脅
  • 技術分析
  • 用途分析
  • 最終用戶分析
  • 新興市場
  • 新型冠狀病毒感染疾病(COVID-19)的影響

第4章 波特五力分析

  • 供應商的議價能力
  • 買方議價能力
  • 替代的威脅
  • 新進入者的威脅
  • 競爭公司之間的敵對關係

第5章 全球多光譜相機市場:依成像光譜分類

  • 短波紅外線 (SWIR)
  • 中波紅外線 (MWIR)
  • 長波紅外線 (LWIR)
  • 可見光
  • 近紅外線

第6章 全球多光譜相機市場:透過冷卻

  • 冷卻
  • 未冷卻的

第7章 全球多光譜相機市場:依技術分類

  • 混合相機
  • CCD(電荷耦合元件)相機
  • CMOS(互補型金屬氧化物半導體)相機
  • 其他技術

第8章 全球多光譜相機市場:依用途

  • 防禦
    • 情報、監視、偵察
    • 定位和追蹤
    • 影像系統
  • 商業的
    • 測繪
    • 環境監測
    • 衛星遙感
    • 生命科學和醫學診斷
  • 農業
  • 食品和飲料
  • 工業檢驗
  • 其他用途

第9章 全球多光譜相機市場:依最終用戶分類

  • 男士攜帶式
  • 有效載荷

第10章 全球多光譜相機市場:依地區

  • 北美洲
    • 美國
    • 加拿大
    • 墨西哥
  • 歐洲
    • 德國
    • 英國
    • 義大利
    • 法國
    • 西班牙
    • 其他歐洲國家
  • 亞太地區
    • 日本
    • 中國
    • 印度
    • 澳洲
    • 紐西蘭
    • 韓國
    • 其他亞太地區
  • 南美洲
    • 阿根廷
    • 巴西
    • 智利
    • 南美洲其他地區
  • 中東和非洲
    • 沙烏地阿拉伯
    • 阿拉伯聯合大公國
    • 卡達
    • 南非
    • 其他中東和非洲

第11章進展

  • 合約、夥伴關係、協作和合資企業
  • 收購和合併
  • 新產品發布
  • 業務擴展
  • 其他關鍵策略

第12章公司簡介

  • Mapir Camera
  • Spectral Devices Inc.
  • Pixelteq
  • FluxData Incorporated
  • Telops
  • Tetracam
  • Specim
  • Headwall Photonics Inc
  • Slantrange
  • MicaSense
  • Thermal Infrared Cameras
  • Opgal Optronics Industries Limited
  • Cubert GmbH
  • XIMEA
  • Surface Optics
Product Code: SMRC23800

According to Stratistics MRC, the Global Multispectral Camera Market is accounted for $1.4 billion in 2023 and is expected to reach $2.8 billion by 2030 growing at a CAGR of 9.2% during the forecast period. A multispectral camera is an advanced imaging tool that can record images in a variety of spectral bands or wavelengths outside the range of the human eye. These cameras are made to collect data from multiple electromagnetic spectrum regions, making it possible to analyze diverse objects and materials based on their distinctive spectral fingerprints. Images in the ultraviolet (UV), near-infrared (NIR), and other specialized spectral regions can be captured with multispectral cameras. Multispectral cameras can offer insightful information and data about things and settings by examining the reflected or emitted light in these many wavelengths. These cameras may be used to monitor plant stress, evaluate crop health, and schedule irrigation and fertilizer applications.

According to the Biden administration reports, released in March 2022, it sought USD 813.3 billion for national defense. In the budget proposed for the fiscal year 2023, the United States has a significantly higher military expenditure than the rest of the world.

Market Dynamics:

Driver:

Growing interest in precision agriculture

Precision agriculture enables farmers to make data-driven decisions about planting, fertilizing, and harvesting by employing technology to gather and analyze data on crops, soil, and weather conditions. Precision agriculture relies heavily on multispectral cameras, which give farmers comprehensive data on crop health, nutritional levels, and water use. Farmers that use this knowledge may boost yields, save expenses, and optimize their operations. Since it has been demonstrated that using multispectral cameras in precision agriculture may increase crop yields while lowering costs, this technology is becoming more and more crucial for farmers all over the world. This factor has assisted in boosting market demand.

Restraint:

Data generation is very complex

The difficulties in gathering and analyzing the significant volumes of data produced by multispectral cameras are referred to as their complexity. In order to be helpful, multispectral cameras must take pictures at several wavelengths, producing a plethora of data that must be analyzed and understood. It may be time-consuming and challenging to draw useful conclusions from this data, which is the problem. This problem is impeding market expansion.

Opportunity:

Rising funding and investments for innovation

There has been a surge in the usage of multispectral in several research projects throughout the world due to significant developments in hardware and software for image processing and analysis. Higher specificity and granularity, faster picture acquisition speed as compared to other spectrum imagers, and non-invasive imaging are all benefits of multispectral imaging. Given its benefits, this method is applied in a variety of fields with financing and subsidies from the government. Start-ups and established businesses will be able to introduce cutting-edge items, broaden their product lines, and take advantage of the market's growth prospects attributable to the funding available.

Threat:

The spatial domain lacks high-resolution

In many different domains, including agriculture, aerial and satellite photography, ecology, geology, medicine, and industrial inspection, researchers have used HIS as a novel approach. While having a poor resolution in the spatial domain, a hyper spectral picture has a high resolution in the spectral domain. Image quality is affected by atmospheric dispersion, supplementary lighting, and sensor noise. Thus, in order to make greater use of this approach, it is crucial to increase spatial resolution for many applications. Increasing spatial resolution through software is expensive and also a significant problem that market competitors are currently facing.

COVID-19 Impact:

The market for multispectral imaging expanded as a result of the COVID-19 outbreak since this technology may have been an important resource for evaluating COVID-19 rashes. Skin conditions linked to COVID-19 infection have been imaged using this method. In addition to evaluating lines and tubes and potential problems, the multispectral imaging offered sufficient information on lung findings related to COVID-19. As a result, the market has seen tremendous growth throughout the epidemic.

The uncooled segment is expected to be the largest during the forecast period

The uncooled segment is estimated to have a lucrative growth, due to their affordability. Uncooled multispectral cameras are presently more inexpensive and available to a larger variety of customers and businesses since the high expenses associated with cooling components like cryogenic coolers are eliminated. Uncooled multispectral cameras have been widely used in a variety of applications due to their affordability. Its image quality, performance and affordability are driving the segment's demand.

The defense segment is expected to have the highest CAGR during the forecast period

The defense segment is anticipated to witness the fastest CAGR growth during the forecast period, due to its capacity to boost situational awareness and operational capabilities. For defense forces to successfully monitor and react to threats, they need precise and complete information about their surroundings. By taking pictures in the visible, near-infrared, and thermal infrared spectrums, multispectral cameras have an advantage. They are able to distinguish between distinct things based on their spectral properties, detect heat signatures, and recognize chemical or biological substances. Defense professionals may use this information to make wise judgments, manage resources effectively, and counter possible threats.

Region with largest share:

Asia Pacific is projected to hold the largest market share during the forecast period. Agriculture, environmental monitoring, forestry, and urban planning are just a few of the varied businesses in this region that might gain from the use of multispectral imaging. Additionally, the region's rapid technical development has boosted the accessibility and affordability of multispectral camera systems. This has improved their accessibility to a variety of industries and organizations, including small and medium-sized businesses, research institutes, and governmental bodies.

Region with highest CAGR:

North America is projected to have the highest CAGR over the forecast period, owing to the increasing regional surveillance innovations. The region is marked by the presence of countries, such as the United States, that have significant investments in surveillance. The region has technologically advanced healthcare infrastructure, increased healthcare expenditure, adoption of novel technologies, and the existence of several market players. Due to the presence of a sizable patient population, rising healthcare awareness, funding from the government for R&D, and forthcoming research projects, the market is propelling in the region.

Key players in the market:

Some of the key players profiled in the Multispectral Camera Market include: Mapir Camera, Spectral Devices Inc., Pixelteq, FluxData Incorporated, Telops, Tetracam, Specim, Headwall Photonics Inc, Slantrange, MicaSense, Thermal Infrared Cameras, Opgal Optronics Industries Limited, Cubert GmbH, XIMEA and Surface Optics.

Key Developments:

In August 2022, Specim strengthened its presence in Central Europe by opening a branch office in Germany. The new office includes a demo center that facilitates its customers and partners to get hands-on training on the Specim products and services. The new office and demo center are located at Konica Minolta Sensing Europe facilities in Munich, Germany.

In July 2022, Headwall announced an investment in perClassBV for strategic growth. The perClassMira spectrum analysis software package, which interfaces with multiple spectral sensors and enables intuitive spectral image analysis for sophisticated machine vision applications in research, industrial, and commercial deployments, is developed by perClass. The objective of perClass remains to simplify the interpretation of spectral imaging data to broaden deployment for industrial applications.

Imaging Spectrums Covered:

  • Short Wave Infrared (SWIR)
  • Mid Wave Infrared (MWIR)
  • Long Wave Infrared (LWIR)
  • Visible Light
  • Near-infrared

Coolings Covered:

  • Cooled
  • Uncooled

Technologies Covered:

  • Hybrid Cameras
  • CCD (Charge-Coupled Device) Cameras
  • CMOS (Complementary Metal-Oxide-Semiconductor) Cameras
  • Other Technologies

Applications Covered:

  • Defense
  • Commercial
  • Agriculture
  • Food & Beverage
  • Industrial Inspection
  • Other Applications

End Users Covered:

  • Man-portable
  • Payloads

Regions Covered:

  • North America
    • US
    • Canada
    • Mexico
  • Europe
    • Germany
    • UK
    • Italy
    • France
    • Spain
    • Rest of Europe
  • Asia Pacific
    • Japan
    • China
    • India
    • Australia
    • New Zealand
    • South Korea
    • Rest of Asia Pacific
  • South America
    • Argentina
    • Brazil
    • Chile
    • Rest of South America
  • Middle East & Africa
    • Saudi Arabia
    • UAE
    • Qatar
    • South Africa
    • Rest of Middle East & Africa

What our report offers:

  • Market share assessments for the regional and country-level segments
  • Strategic recommendations for the new entrants
  • Covers Market data for the years 2021, 2022, 2023, 2026, and 2030
  • Market Trends (Drivers, Constraints, Opportunities, Threats, Challenges, Investment Opportunities, and recommendations)
  • Strategic recommendations in key business segments based on the market estimations
  • Competitive landscaping mapping the key common trends
  • Company profiling with detailed strategies, financials, and recent developments
  • Supply chain trends mapping the latest technological advancements

Free Customization Offerings:

All the customers of this report will be entitled to receive one of the following free customization options:

  • Company Profiling
    • Comprehensive profiling of additional market players (up to 3)
    • SWOT Analysis of key players (up to 3)
  • Regional Segmentation
    • Market estimations, Forecasts and CAGR of any prominent country as per the client's interest (Note: Depends on feasibility check)
  • Competitive Benchmarking
    • Benchmarking of key players based on product portfolio, geographical presence, and strategic alliances

Table of Contents

1 Executive Summary

2 Preface

  • 2.1 Abstract
  • 2.2 Stake Holders
  • 2.3 Research Scope
  • 2.4 Research Methodology
    • 2.4.1 Data Mining
    • 2.4.2 Data Analysis
    • 2.4.3 Data Validation
    • 2.4.4 Research Approach
  • 2.5 Research Sources
    • 2.5.1 Primary Research Sources
    • 2.5.2 Secondary Research Sources
    • 2.5.3 Assumptions

3 Market Trend Analysis

  • 3.1 Introduction
  • 3.2 Drivers
  • 3.3 Restraints
  • 3.4 Opportunities
  • 3.5 Threats
  • 3.6 Technology Analysis
  • 3.7 Application Analysis
  • 3.8 End User Analysis
  • 3.9 Emerging Markets
  • 3.10 Impact of Covid-19

4 Porters Five Force Analysis

  • 4.1 Bargaining power of suppliers
  • 4.2 Bargaining power of buyers
  • 4.3 Threat of substitutes
  • 4.4 Threat of new entrants
  • 4.5 Competitive rivalry

5 Global Multispectral Camera Market, By Imaging Spectrum

  • 5.1 Introduction
  • 5.2 Short Wave Infrared (SWIR)
  • 5.3 Mid Wave Infrared (MWIR)
  • 5.4 Long Wave Infrared (LWIR)
  • 5.5 Visible Light
  • 5.6 Near-infrared

6 Global Multispectral Camera Market, By Cooling

  • 6.1 Introduction
  • 6.2 Cooled
  • 6.3 Uncooled

7 Global Multispectral Camera Market, By Technology

  • 7.1 Introduction
  • 7.2 Hybrid Cameras
  • 7.3 CCD (Charge-Coupled Device) Cameras
  • 7.4 CMOS (Complementary Metal-Oxide-Semiconductor) Cameras
  • 7.5 Other Technologies

8 Global Multispectral Camera Market, By Application

  • 8.1 Introduction
  • 8.2 Defense
    • 8.2.1 Intelligence, Surveillance & Reconnaissance
    • 8.2.2 Target & Tracking
    • 8.2.3 Imaging Systems
  • 8.3 Commercial
    • 8.3.1 Survey & Mapping
    • 8.3.2 Environmental Monitoring
    • 8.3.3 Satellite Remote Sensing
    • 8.3.4 Life Sciences & Medical Diagnostics
  • 8.4 Agriculture
  • 8.5 Food & Beverage
  • 8.6 Industrial Inspection
  • 8.7 Other Applications

9 Global Multispectral Camera Market, By End User

  • 9.1 Introduction
  • 9.2 Man-portable
  • 9.3 Payloads

10 Global Multispectral Camera Market, By Geography

  • 10.1 Introduction
  • 10.2 North America
    • 10.2.1 US
    • 10.2.2 Canada
    • 10.2.3 Mexico
  • 10.3 Europe
    • 10.3.1 Germany
    • 10.3.2 UK
    • 10.3.3 Italy
    • 10.3.4 France
    • 10.3.5 Spain
    • 10.3.6 Rest of Europe
  • 10.4 Asia Pacific
    • 10.4.1 Japan
    • 10.4.2 China
    • 10.4.3 India
    • 10.4.4 Australia
    • 10.4.5 New Zealand
    • 10.4.6 South Korea
    • 10.4.7 Rest of Asia Pacific
  • 10.5 South America
    • 10.5.1 Argentina
    • 10.5.2 Brazil
    • 10.5.3 Chile
    • 10.5.4 Rest of South America
  • 10.6 Middle East & Africa
    • 10.6.1 Saudi Arabia
    • 10.6.2 UAE
    • 10.6.3 Qatar
    • 10.6.4 South Africa
    • 10.6.5 Rest of Middle East & Africa

11 Key Developments

  • 11.1 Agreements, Partnerships, Collaborations and Joint Ventures
  • 11.2 Acquisitions & Mergers
  • 11.3 New Product Launch
  • 11.4 Expansions
  • 11.5 Other Key Strategies

12 Company Profiling

  • 12.1 Mapir Camera
  • 12.2 Spectral Devices Inc.
  • 12.3 Pixelteq
  • 12.4 FluxData Incorporated
  • 12.5 Telops
  • 12.6 Tetracam
  • 12.7 Specim
  • 12.8 Headwall Photonics Inc
  • 12.9 Slantrange
  • 12.10 MicaSense
  • 12.11 Thermal Infrared Cameras
  • 12.12 Opgal Optronics Industries Limited
  • 12.13 Cubert GmbH
  • 12.14 XIMEA
  • 12.15 Surface Optics

List of Tables

  • Table 1 Global Multispectral Camera Market Outlook, By Region (2021-2030) ($MN)
  • Table 2 Global Multispectral Camera Market Outlook, By Imaging Spectrum (2021-2030) ($MN)
  • Table 3 Global Multispectral Camera Market Outlook, By Short Wave Infrared (SWIR) (2021-2030) ($MN)
  • Table 4 Global Multispectral Camera Market Outlook, By Mid Wave Infrared (MWIR) (2021-2030) ($MN)
  • Table 5 Global Multispectral Camera Market Outlook, By Long Wave Infrared (LWIR) (2021-2030) ($MN)
  • Table 6 Global Multispectral Camera Market Outlook, By Visible Light (2021-2030) ($MN)
  • Table 7 Global Multispectral Camera Market Outlook, By Near-infrared (2021-2030) ($MN)
  • Table 8 Global Multispectral Camera Market Outlook, By Cooling (2021-2030) ($MN)
  • Table 9 Global Multispectral Camera Market Outlook, By Cooled (2021-2030) ($MN)
  • Table 10 Global Multispectral Camera Market Outlook, By Uncooled (2021-2030) ($MN)
  • Table 11 Global Multispectral Camera Market Outlook, By Technology (2021-2030) ($MN)
  • Table 12 Global Multispectral Camera Market Outlook, By Hybrid Cameras (2021-2030) ($MN)
  • Table 13 Global Multispectral Camera Market Outlook, By CCD (Charge-Coupled Device) Cameras (2021-2030) ($MN)
  • Table 14 Global Multispectral Camera Market Outlook, By CMOS (Complementary Metal-Oxide-Semiconductor) Cameras (2021-2030) ($MN)
  • Table 15 Global Multispectral Camera Market Outlook, By Other Technologies (2021-2030) ($MN)
  • Table 16 Global Multispectral Camera Market Outlook, By Application (2021-2030) ($MN)
  • Table 17 Global Multispectral Camera Market Outlook, By Defense (2021-2030) ($MN)
  • Table 18 Global Multispectral Camera Market Outlook, By Intelligence, Surveillance & Reconnaissance (2021-2030) ($MN)
  • Table 19 Global Multispectral Camera Market Outlook, By Target & Tracking (2021-2030) ($MN)
  • Table 20 Global Multispectral Camera Market Outlook, By Imaging Systems (2021-2030) ($MN)
  • Table 21 Global Multispectral Camera Market Outlook, By Commercial (2021-2030) ($MN)
  • Table 22 Global Multispectral Camera Market Outlook, By Survey & Mapping (2021-2030) ($MN)
  • Table 23 Global Multispectral Camera Market Outlook, By Environmental Monitoring (2021-2030) ($MN)
  • Table 24 Global Multispectral Camera Market Outlook, By Satellite Remote Sensing (2021-2030) ($MN)
  • Table 25 Global Multispectral Camera Market Outlook, By Life Sciences & Medical Diagnostics (2021-2030) ($MN)
  • Table 26 Global Multispectral Camera Market Outlook, By Agriculture (2021-2030) ($MN)
  • Table 27 Global Multispectral Camera Market Outlook, By Food & Beverage (2021-2030) ($MN)
  • Table 28 Global Multispectral Camera Market Outlook, By Industrial Inspection (2021-2030) ($MN)
  • Table 29 Global Multispectral Camera Market Outlook, By Other Applications (2021-2030) ($MN)
  • Table 30 Global Multispectral Camera Market Outlook, By End User (2021-2030) ($MN)
  • Table 31 Global Multispectral Camera Market Outlook, By Man-portable (2021-2030) ($MN)
  • Table 32 Global Multispectral Camera Market Outlook, By Payloads (2021-2030) ($MN)

Note: Tables for North America, Europe, APAC, South America, and Middle East & Africa Regions are also represented in the same manner as above.