iSpecHyper UAV Hyperspectral Imaging Systems

Compare Mini100 and VM100-Pro 400–1000 nm UAV systems with VM400 and VM500 SWIR configurations, plus combined 400–2500 nm imaging. Model-specific optics, navigation, acquisition hardware and software are listed together.

Features

  • Mini100 and VM100-Pro: 400–1000 nm CMOS imaging
  • VM400: 900–1700 nm imaging with TE-cooled InGaAs
  • VM500: 900–2500 nm imaging with Stirling-cooled HgCdTe
  • VM500 with VNIR channel: combined 400–2500 nm coverage
  • Mini100 below 2 kg; VM100-Pro below 2.7 kg
  • Model-specific navigation, acquisition and LiSpecView analysis configurations

UAV Hyperspectral Imaging Configurations

LiSen Optics iSpecHyper UAV hyperspectral imaging systems support visible, near-infrared and short-wave infrared measurements through different payload configurations. Mini100 and VM100-Pro provide 400–1000 nm VNIR imaging, while VM400 and VM500 offer SWIR coverage. Calibration targets and analysis workflows support acquisition and processing across the range.

iSpecHyper-Mini100: 400–1000 nm Standard Configuration

The iSpecHyper-Mini100 combines a CMOS hyperspectral camera, stabilized gimbal, onboard acquisition and power modules for DJI UAV platforms, including the M350 RTK. It covers 400–1000 nm with spectral resolution of ≤3.0 nm at 4× configuration, 300 spectral channels and 480 spatial channels at 4×. Full-spectrum acquisition runs at 50 fps.

The standard configuration includes an N100 CPU, 8 GB RAM, 512 GB storage and a 5 MP auxiliary camera. The two-axis, dual-motor gimbal has a specified stabilization accuracy of 0.1°. RTK-supported positioning accuracy is 1.5 cm. Weight is below 2 kg and power consumption is approximately 30 W.

iSpecHyper-VM100-Pro: 400–1000 nm Advanced Configuration

The iSpecHyper-VM100-Pro also covers 400–1000 nm with a CMOS detector and 50 fps full-spectrum acquisition. Spectral resolution is ≤2.5 nm at 4× configuration. Spatial channels are adjustable: 1920 at 1×, 960 at 2× or 480 at 4×.

The advanced configuration includes an i7 CPU, 16 GB RAM, 1 TB storage and a 15 MP auxiliary camera. Gimbal stabilization accuracy is 0.08°, RTK-supported positioning accuracy is 1.5 cm and IMU attitude-angle accuracy is 0.01°. Weight is below 2.7 kg and power consumption is approximately 35 W.

Both VNIR configurations offer a choice of 16 mm, 25 mm or 35 mm lenses. Their external-scanning and stabilization design reduces vibration-related distortion and blur during pushbroom acquisition. The optical design provides a wide field of view and a stated spot diameter below 0.5 pixel. The comparison table retains the 4× and adjustable-channel qualifications for each model.

iSpecHyper-VM400: 900–1700 nm

The LiSen Optics iSpecHyper-VM400 is a compact airborne hyperspectral imaging system designed for integration with DJI multirotor UAV platforms. It combines a hyperspectral imager, stabilized gimbal, airborne control and data-acquisition module, and onboard power supply.

A proprietary architecture for internal or external scanning and stabilization reduces motion-induced artifacts associated with pushbroom imaging on small UAVs. The custom gimbal helps minimize distortion and blur during flight, supporting fine spectral resolution and consistent image quality.

The system supports deployment on multiple UAV platforms for agriculture, forestry, water and environmental monitoring, precision agriculture, research, target identification, and camouflage-material analysis. Modular accessories and customization options provide flexibility for research and field work.

iSpecHyper-VM500: 900–2500 nm

The iSpecHyper-VM500 uses a Stirling-cooled HgCdTe detector for 900–2500 nm imaging, with spectral resolution better than 10 nm, at least 400 spectral bands, and a maximum frame rate of at least 100 fps. The standard hyperspectral lens has a 25 mm focal length.

iSpecHyper-VM500-VNIR and Combined Imaging

The CMOS-based VNIR channel covers 400–1000 nm with 300 spectral bands and spectral resolution better than 2.8 nm. When combined with the VM500 SWIR channel, the specified system range is 400–2500 nm, with at least 640 combined spectral bands and 640 combined spatial pixels. Channel-specific and combined-system figures are listed separately in the comparison table.

The VM500 supports integration with multiple UAV platforms, RTK-based georeferencing, and airborne or ground-based deployment. USB Type-C expansion supports USB 3.0 transfer rates up to 350 MB/s. ELS-series irradiance sensors support ambient-light calibration. The analysis workflow also includes automated data fusion, deep-learning model training and prediction, and vector-file export.

Model Features and Acquisition Workflows

  • Model-specific spectral coverage. Mini100 and VM100-Pro cover 400–1000 nm, with respective spectral resolutions of ≤3.0 nm and ≤2.5 nm at 4× configuration. VM400 covers 900–1700 nm at <6 nm resolution. VM500 covers 900–2500 nm at better than 10 nm resolution. The separate VM500-VNIR channel supports a combined 400–2500 nm configuration with VM500.
  • Detector configurations. Mini100, VM100-Pro and the VM500-VNIR channel use CMOS. VM400 uses TE-cooled InGaAs and VM500 uses Stirling-cooled HgCdTe. Detector and acquisition specifications are model-specific.
  • Optics across the full field. The optical design combines fine spectral resolution, a wide field of view, and consistent image quality across the sensor area.
  • Automated reflectance measurement. Automatic calibration-target recognition, real-time reflectance calculation, and dynamic target-spectrum identification support measurement workflows.
  • Live target classification. Software classifies ground targets by spectral reflectance and displays color-coded distribution maps for land-cover and material identification.
  • GPS-synchronized acquisition. RGB imagery is synchronized with GPS data. Operators can monitor sampling points, plan flight paths, acquire data point by point, preview results, and apply corrections.
  • Auxiliary scene monitoring. Mini100 has a 5 MP auxiliary camera; VM100-Pro and VM400 specify 15 MP cameras. Live scene monitoring is combined with real-time hyperspectral images and spectral curves, with single-band, true-color and false-color views.
  • Intelligent camera control. Acquisition control includes automatic exposure, scan-speed synchronization, auxiliary-camera operation, remote control, cruise mode, and INS-assisted acquisition.
  • Vegetation-index analysis. The software calculates more than 20 common indices, including NDVI, RVI, EVI, ARVI, mSR705, VOG, and PRI, from suitable input bands. User-defined algorithms are supported without third-party software.
  • ENVI-compatible data. Exported data are compatible with ENVI and other hyperspectral analysis software.

Scroll horizontally to compare all five model and channel columns. Mini100 and VM100-Pro are complete VNIR configurations; VM500-VNIR is the VNIR channel of the combined VM500 system.

Technical Specifications

Technical Specifications
Parameter iSpecHyper-Mini100 iSpecHyper-VM100-Pro iSpecHyper-VM400 iSpecHyper-VM500 iSpecHyper-VM500-VNIR
Product Image iSpecHyper-Mini100 hyperspectral camera and stabilized gimbal, viewed from below Angled view of the iSpecHyper-VM100-Pro hyperspectral payload and stabilized gimbal UAV hyperspectral imaging system and tripod-mounted ground positioning station UAV hyperspectral imaging system and tripod-mounted ground positioning station UAV hyperspectral imaging system and tripod-mounted ground positioning station
Spectral Range 400–1000 nm 400–1000 nm 900–1700 nm 900–2500 nm 400–1000 nm
Spectral Resolution ≤3.0 nm (4×) ≤2.5 nm (4×) <6 nm Better than 10 nm Better than 2.8 nm
Spatial Resolution 0.71 mrad @ f=35 mm 0.71 mrad @ f=35 mm 0.85 mrad @ f=35 mm Not specified Not specified
Field of View (FOV) 15.6° @ f=35 mm 15.6° @ f=35 mm 15.6° @ f=35 mm 21.8° @ f = 25 mm 21° @ f = 25 mm
Spatial Channels 480 (4×) 1920 (1×), 960 (2×), 480 (4×), adjustable 640 640 1920
Spectral Bands 300 (4×) 300 (4×) 400 ≥400 300
Detector CMOS CMOS TE-cooled InGaAs HgCdTe (Stirling-cooled) CMOS
Detector Interface USB 3.0 USB 3.0 USB 3.0 Gigabit Ethernet USB 3.0
Sensor Format 1/1.2" 1/1.2" Not specified Not specified Not specified
Detector Active Area 11.3 × 7.1 mm 11.3 × 7.1 mm 9.6 × 7.68 mm 9.6 mm × 7.68 mm 11.3 mm × 7.1 mm
Native Detector Resolution 1920 × 1200 1920 × 1200 640 × 512 640 × 512 Not specified
Pixel Size 5.86 × 5.86 µm 5.86 × 5.86 µm 5 × 5 µm 15 µm × 15 µm 5.86 µm × 5.86 µm
Pixel Depth 12-bit 12-bit 12 bits 12-bit 12-bit
Frame Rate 50 fps, full-spectrum acquisition 50 fps, full-spectrum acquisition Up to 125 fps, full-spectrum acquisition ≥100 fps 128 fps
Lens Focal Length 16 mm / 25 mm / 35 mm, selectable 16 mm / 25 mm / 35 mm, selectable Standard: 16 mm 25 mm focal length (standard) Not specified
Auxiliary HD Camera 5 MP 15 MP 15 MP Not specified Not specified
Stabilization System 2-axis, 2-motor; stabilization accuracy: 0.1° 2-axis, 2-motor; stabilization accuracy: 0.08° High-stability two-axis, dual-motor gimbal; stabilization accuracy: 0.08° Not specified Not specified
Airborne Data Acquisition System CPU: N100; RAM: 8 GB; storage: 512 GB CPU: i7; RAM: 16 GB; storage: 1 TB CPU: Intel Core i7; RAM: 16 GB; Storage: 1 TB Not specified Not specified
Remote Control System (with Ground Station) Not specified Not specified Live spectral/imagery display and remote intelligent control Not specified Not specified
Navigation System GPS: RTK supported; positioning accuracy: 1.5 cm; IMU attitude-angle accuracy: N/A GPS: RTK supported; positioning accuracy: 1.5 cm; IMU attitude-angle accuracy: 0.01° GPS with RTK; positioning accuracy: 10 cm Not specified Not specified
Weight <2 kg <2.7 kg Approx. 3 kg Not specified Not specified
Power Consumption Approx. 30 W Approx. 35 W Approx. 50 W Not specified Not specified
Airborne Acquisition & Control Software Basic: acquisition control and real-time preview of hyperspectral images and spectral curves Professional: acquisition control, real-time preview of hyperspectral images and spectral curves, and real-time parameter retrieval on a PC Professional Edition: acquisition control, real-time hyperspectral image and spectrum preview, live parameter retrieval, and more Not specified Not specified
Ground-Station Remote-Control Software Not specified Not specified Remote intelligent control Not specified Not specified
Hyperspectral Data Preprocessing and Analysis Software Basic Professional Professional Edition Not specified Not specified
Accessories Illuminance meter, reflectance target, portable carrying case, and documentation USB drive Illuminance meter, reflectance target, portable carrying case, and documentation USB drive Wireless keyboard and mouse; documentation USB drive, and related accessories Not specified Not specified
F-number Not specified Not specified Not specified F/2.0 F/2.6
Detector Power / Supply Not specified Not specified Not specified 24 V DC 12 V DC, 4.3 W
Slit Length Not specified Not specified Not specified 9.6 mm 11.3 mm
Slit Width Not specified Not specified Not specified 30 µm 25 µm
Recommended Binning Not specified Not specified Not specified 1 × 1 1 × 1
Spectral Dispersion Not specified Not specified Not specified Not specified Transmission grating
Combined Spectral Range Not specified Not specified Not specified Not specified 400–2500 nm
Combined Spectral Bands Not specified Not specified Not specified Not specified ≥640
Combined Spatial Pixels Not specified Not specified Not specified Not specified 640
Combined FOV Not specified Not specified Not specified Not specified 21° @ f = 25 mm
Instantaneous Field of View (IFOV) Not specified Not specified Not specified 1.2 mrad @ f = 25 mm 1 mrad @ f = 25 mm
Combined IFOV Not specified Not specified Not specified Not specified 1 mrad @ f = 25 mm
System Expansion Interface Not specified Not specified Not specified USB Type-C (system expansion) USB Type-C (system expansion)
USB 3.0 Transfer Rate Not specified Not specified Not specified Up to 350 MB/s (system expansion) Up to 350 MB/s (system expansion)
UAV Calibration Target Size 1.2 m × 1.2 m 1.2 m × 1.2 m 1.2 m × 1.2 m 1.2 m × 1.2 m 1.2 m × 1.2 m
Calibration Reference Panel Spectral Range 250–2500 nm 250–2500 nm 250–2500 nm 250–2500 nm 250–2500 nm
Calibration Reference Panel Reflectance Levels 3%, 5%, 10%, 20%, 30%, 40%, 50%, 60%, 70%, 80%, and ≥98%; factory-traceable calibration report included 3%, 5%, 10%, 20%, 30%, 40%, 50%, 60%, 70%, 80%, and ≥98%; factory-traceable calibration report included 3%, 5%, 10%, 20%, 30%, 40%, 50%, 60%, 70%, 80%, and ≥98%; factory-traceable calibration report included 3%, 5%, 10%, 20%, 30%, 40%, 50%, 60%, 70%, 80%, and ≥98%; factory-traceable calibration report included 3%, 5%, 10%, 20%, 30%, 40%, 50%, 60%, 70%, 80%, and ≥98%; factory-traceable calibration report included
Calibration Reference Panel Dimensions 500 × 500 mm 500 × 500 mm 500 × 500 mm 500 × 500 mm 500 × 500 mm
Calibration Reference Panel Accessories Rugged portable case, PET dust protection, and cleaning kit Rugged portable case, PET dust protection, and cleaning kit Rugged portable case, PET dust protection, and cleaning kit Rugged portable case, PET dust protection, and cleaning kit Rugged portable case, PET dust protection, and cleaning kit

VM500-VNIR lists the VNIR channel. Rows labeled “Combined” describe the VM500 SWIR-plus-VNIR configuration. “Not specified” means no value was provided for that model or channel. Calibration-target and reference-panel specifications are shared accessory data, rather than camera spectral limits. Product views illustrate the UAV platform and may vary with configuration.

System Configuration and Product Photos

Mini100 and VM100-Pro Payloads and UAV Platform

The product views below show the VNIR platform and its standard and advanced payload configurations. Supplied equipment depends on the selected configuration.

Multirotor UAV carrying a blue 400–1000 nm hyperspectral payload and stabilized gimbal
400–1000 nm UAV Hyperspectral Platform
iSpecHyper-Mini100 hyperspectral camera and stabilized gimbal, viewed from below
iSpecHyper-Mini100 — Standard Configuration
Angled view of the iSpecHyper-VM100-Pro hyperspectral payload and stabilized gimbal
iSpecHyper-VM100-Pro — Advanced Configuration
Front view of the blue iSpecHyper-VM100-Pro airborne hyperspectral camera and gimbal
iSpecHyper-VM100-Pro — Front View
UAV hyperspectral field kit with batteries, controller, tablet, keyboard, mouse and diffuse reflectance standard panel
VNIR UAV Field System Configuration

VM Series Platform Views

The photographs show the VM400 reference configuration and shared UAV-platform examples. Hardware details depend on the selected spectral configuration.

UAV, batteries, controller, ground station, keyboard, tablet, and diffuse reflectance standard
Example Field System Configuration
Front view of the blue hyperspectral camera and stabilized gimbal beneath the UAV
Hyperspectral Payload and Gimbal — Front View
Rear view of the hyperspectral payload, gimbal, mounting hardware, and cabling
Hyperspectral Payload and Gimbal — Rear View
UAV hyperspectral imaging platform flying near vegetation
Hyperspectral Imaging in Flight
UAV hyperspectral imaging platform viewed from below against the sky
Airborne Platform View
UAV on a landing pad with a tripod-mounted positioning station in the background
Ground Setup and Positioning Station

Calibration Targets and Reference Panels

UAV calibration targets support reflectance measurements in the field. The following plots show the spectral reflectance of 1.2 m × 1.2 m targets, with examples of black-and-white and multi-level target layouts.

Reflectance curves of UAV calibration targets across the plotted visible and near-infrared wavelength range
Spectral Reflectance of 1.2 m × 1.2 m UAV Targets
Calibration-target reflectance curves from 350 to 2500 nm
Spectral Reflectance of UAV Targets
Black and white UAV calibration target laid out on grass
Black-and-White UAV Calibration Target
Four-panel black, white, and gray UAV calibration target on grass
Multi-Level UAV Calibration Target

The UAV calibration reference panel covers 250–2500 nm and measures 500 × 500 mm. Available reflectance levels are 3%, 5%, 10%, 20%, 30%, 40%, 50%, 60%, 70%, 80%, and ≥98%. A factory-traceable calibration report, rugged portable case, PET dust protection, and cleaning kit are included.

White diffuse reflectance reference panel in a rugged carrying case
UAV Calibration Reference Panel — White
Gray diffuse reflectance reference panel and cleaning accessory in a carrying case
UAV Calibration Reference Panel — Gray

Airborne Control and Data Acquisition Software

The professional airborne-control software provides live previews of hyperspectral imagery and spectra, live parameter retrieval, GPS-synchronized triggering, and RGB image geotagging. Controls include data acquisition, automatic exposure, automatic scan-speed matching, auxiliary-camera operation, remote control, cruise acquisition, and INS-assisted acquisition.

For VM400 deployments, the DJI remote controller and ground data platform let operators view live spectral imagery, track sampling points, and preview planned flight lines. The auxiliary camera provides visual feedback while hyperspectral images and spectral curves update in real time.

PC software supports single-band, true-color, and false-color views, automatic calibration-target recognition, reflectance calculation, and dynamic spectral mapping of ground-target classes. Data are compatible with ENVI and other mainstream remote-sensing software.

The interface examples illustrate software display and analysis tools. Hardware ranges are model-specific: 900–1700 nm for VM400, 900–2500 nm for VM500, and 400–2500 nm for the combined VM500 SWIR-plus-VNIR configuration. Example datasets may show other spectral ranges.

Basic airborne control software showing aerial imagery, a spectral plot, frame-rate indicators, and position controls
Airborne Acquisition and Control Software — Basic Interface Example
Airborne control software showing a water scene, flight-line imagery, reflectance spectrum, and acquisition-rate display
Airborne Control Software — Professional Edition

Water-Quality Workflows and Analysis

LiSen Optics provides an integrated air-ground-water hyperspectral monitoring solution that combines UAV, fixed-site, surface, and underwater platforms. Quantitative retrieval models support real-time monitoring of total nitrogen, total phosphorus, chlorophyll, ammonia nitrogen, turbidity, and permanganate index (CODMn), among other water-quality parameters.

Integrated water-monitoring diagram with airborne, satellite, fixed-site, buoy, and underwater platforms
Multidimensional Water-Quality Monitoring Solution
Workflow linking UAV image acquisition, geometric and spectral calibration, ground sampling, and water-quality modeling
UAV Hyperspectral Water-Quality Analysis Workflow
Water-quality workflow for boundary extraction, parameter retrieval, statistical analysis, and mapped data export
UAV Hyperspectral Water-Environment Monitoring Workflow

The water-quality quick-look module supports image viewing, water-body extraction, parameter retrieval, statistical analysis, and thematic mapping. Processed reflectance data can be imported directly. Water indices extract water boundaries, while retrieval models estimate chlorophyll-a, suspended solids, total nitrogen, total phosphorus, ammonia nitrogen, and chemical oxygen demand (COD).

Results can be exported and displayed as color-coded concentration maps. Reported accuracy is >80% for most indicators.

Water-quality measurement parameters including COD, dissolved oxygen, total nitrogen, total phosphorus, chlorophyll, and turbidity
Water-Quality Parameter Retrieval
Vegetation flight-line mosaic displayed in hyperspectral analysis software
Flight-Line Mosaic — Vegetation
Water-quality flight-line mosaic and classification layers in analysis software
Flight-Line Mosaic — Water Quality
Hyperspectral analysis software showing layer controls, processing tools, and a flight-line image
Hyperspectral Analysis Software Interface

Software Edition Comparison

Mini100 is specified with basic acquisition-control and preprocessing software. VM100-Pro includes professional acquisition control with PC-based real-time parameter retrieval and professional preprocessing and analysis software. The table below compares the LiSpecView software editions; water-quality retrieval and geometric correction depend on the selected edition.

LiSpecView-Hyper provides the basic preprocessing and analysis tools. LiSpecView-Hyper-WQ adds water-quality retrieval, while LiSpecView-Hyper-WQ-PRO also provides UAV geometric correction and projection transformation.

Hyperspectral Data Preprocessing and Analysis Software
Capability LiSpecView-Hyper(Basic Edition) LiSpecView-Hyper-WQ(Basic + Water Quality) LiSpecView-Hyper-WQ-PRO(Professional Edition)
View spectral and image data; calculate reflectance; apply radiometric correction, filtering, dark-background subtraction, spectral and spatial denoising, mask export, and image crop/rotate/flip operations – no third-party software required. √ √ √
Mosaic multiple hyperspectral flight lines without GPS data, with built-in seamline balancing and manual seam adjustment – no third-party software required. √ √ √
Calculate common vegetation indices without third-party software, including NDVI, RVI, EVI, ARVI, NDVI705, mSR705, mNDVI705, VOG1/2/3, PRI, SIPI, NDNI, PSRI, CRI1, CRI2, ARI1, ARI2, WBI, NDWI, MSI, NDII, NDLI, and CAI. √ √ √
Built-in hyperspectral analysis tools, including Spectral Angle Mapper (SAM), support user-trained supervised classification, custom model input, and user-defined band math. √ √ √
Retrieve water-quality parameters including chlorophyll, total nitrogen, total phosphorus, ammonia nitrogen, permanganate index, suspended solids, and dissolved oxygen – no third-party software required. × √ √
Geometric correction for UAV hyperspectral data removes distortion and applies projection transformation to generate georeferenced hyperspectral datasets. × × √

Typical Applications

Applications include vegetation and crop-health research, forest-canopy studies, forestry science, environmental and agricultural monitoring, water and climate research, ecology, nitrogen and leaf-chlorophyll measurement, soil analysis, biomass research, and marine monitoring.

Depending on the selected wavelength configuration, further applications include plastics sorting, infrared target recognition, fluorescence hyperspectral imaging, food-safety inspection, and fruit and vegetable sorting.

Green foliage illustrating vegetation and crop-health applications
Vegetation, Crop Health, and Forest Canopy Research
Sunlight through a forest illustrating forestry and environmental monitoring
Forestry, Environmental, and Agricultural Monitoring
Flowing water illustrating water, climate, and ecology research
Water, Climate, and Ecology Research
Plant cells containing chloroplasts illustrating nutrient and chlorophyll studies
Nitrogen and Leaf Chlorophyll Measurement
Young green plant growing in soil
Soil Analysis, Biomass Research, and Marine Monitoring

The examples below illustrate hyperspectral imaging methods across different wavelength ranges. Select the appropriate channel or configuration for the required input bands. Visible-band examples require VNIR coverage; VM400 is specified at 900–1700 nm and VM500 at 900–2500 nm.

Agriculture and Crop Health

Hyperspectral imagery supports assessment of crop health, growth, and pest or disease stress by detecting spectral changes associated with yellowing, wilting, and other physiological responses. Comparing healthy and affected plants helps identify the type and severity of stress.

Plant leaf photographs with spectral maps of plant condition, disease, and severity
Leaf Disease Severity in Different Plants

For crop nutrient monitoring, hyperspectral remote sensing provides rapid, spatially resolved measurements. Compared with multispectral systems, the greater number of bands and finer spectral resolution capture wavelength-specific crop responses, supporting timely diagnosis and nutrient-management decisions.

Mapped total-nitrogen values for winter wheat plots with coordinates and a percentage scale
Winter Wheat Total Nitrogen Monitoring

Forestry and Tree Species Identification

Vegetation-cover and soil-related indices can help detect forest fires and assess burn severity, supporting evaluation across large areas.

False-color scene and differenced normalized burn-ratio map for forest-fire assessment
Forest Fire Monitoring

Continuous spectral information captures subtle differences among leaves, bark, and canopy tissues. Processing diagnostic features across bands supports algorithm-based tree-species mapping, including species with similar appearance.

Tree-species classification map with coordinates, scale bar, and species legend
Tree Species Classification
Forest classification map with geographic coordinates and a kilometer scale bar
Forest Classification Map

Water-Environment Monitoring

High-resolution hyperspectral remote sensing can identify and estimate chlorophyll, tannic compounds, and suspended or sedimentary matter. These measurements support algae monitoring and assessment of plankton distribution and potential fish aggregation areas.

In general hyperspectral measurements, chlorophyll shows strong absorption in the blue (400–500 nm) and red (600–700 nm) regions, with higher reflectance in the near-infrared (700–750 nm). These features support chlorophyll-concentration estimates and assessment of trophic conditions and algal blooms.

Example maps of chlorophyll, oxygen demand, dissolved oxygen, suspended solids, nutrients, phycocyanin, and turbidity
Water-Quality Monitoring Maps
Three lake-water parameter maps with concentration scales and a distance bar
Lake Water-Quality Monitoring: Turbidity, Chlorophyll, and Total Suspended Solids

Mineral Identification and Geological Exploration

Hyperspectral remote sensing supports surface-mineral identification, particularly hydrothermal-alteration mapping, and is widely used in geochemical and geological mapping. Diagnostic responses associated with mineral composition provide detailed mineralogical information.

Hyperspectral mineral-distribution map with mapped mineral classes and a legend
Hyperspectral Mineral Distribution Map
Rock samples, hyperspectral mineral images, and a wavelength legend from 840 to 980 nm
Hyperspectral Mineral Images
Mineral classification and high-aluminum to low-aluminum muscovite mapping of an exposed rock face
Hyperspectral Mineral Mapping

Regional mineral mapping combines diagnostic spectra with spatial imagery to identify alteration minerals and map their location, extent, morphology, and distribution. Geological hyperspectral methods support exploration of kimberlite, carbonatite-hosted rare-earth, porphyry, epithermal, and skarn deposits. Alteration-mineral distributions can also help interpret hydrothermal-fluid properties, migration, and the evolution of mineralizing systems.

Reference reflectance spectra for muscovite, biotite, chlorite, and kaolinite alongside porphyry copper alteration zones
Reference Mineral Spectra and Porphyry Copper Alteration Zones
Research illustration includes reference wavelengths extending to 3 µm; instrument coverage is defined by the selected configuration.

Mineral-chemistry retrieval extends the analysis of spectral features to relationships among mineral composition, crystal structure, and formation conditions. Reference laboratory spectra can support interpretation of geological origin and processes associated with petrogenesis, mineralization, and metamorphism.

Laboratory plot comparing transmittance spectra for Biotite Zone and Sericite Zone samples, with labeled features at 2199, 2215, 2254, 2351, and 2437 nm
Laboratory FTIR Spectral Comparison of Whole-Rock Powder Samples
Reference laboratory spectrum; the original transmittance axis, zone labels, curves, and wavelength annotations are retained.

Defense and Camouflage-Material Identification

Differences between target and camouflage spectral signatures can help detect concealed objects and characterize camouflage materials. In defense reconnaissance and inspection, spectral information supports assessment of material composition and target presence. SWIR hyperspectral imaging can also help distinguish camouflage nets in field environments.

RGB, hyperspectral, and spectral-angle comparisons of vegetation and camouflage material
RGB, Hyperspectral, and SAM Camouflage-Material Comparison
Hyperspectral material-identification example with source image, data cube, single bands, ratio indices, and extraction results
Hyperspectral Camouflage-Material Identification

Field Deployment Examples

Team preparing a UAV hyperspectral imaging system for field acquisition
Field Acquisition Preparation
UAV and operators at an open outdoor acquisition site
Outdoor Acquisition Setup
Operators preparing a UAV hyperspectral platform beside a water body
Water-Monitoring Field Deployment
Operators working with a UAV hyperspectral platform on grass
UAV System Operation

VNIR Platform Field Examples

Operator preparing a UAV hyperspectral system on a landing pad beside a positioning station
VNIR System Preflight Preparation
Operator preparing a UAV hyperspectral platform beside a lake
Water-Survey Field Setup
UAV hyperspectral system flying above a landing pad during a field demonstration
VNIR Hyperspectral Acquisition in Flight
Team preparing a UAV hyperspectral payload, controller and equipment cases
UAV Hyperspectral Equipment Preparation

Explore the UAV hyperspectral imaging system range for related airborne instruments.