Enterprise application areas D38

Infrared vision development services for farm crops, precision agriculture and irrigation

For "farmland crops, precision agriculture and irrigation" related equipment manufacturers, system integrators and enterprise R&D, it provides infrared data evaluation, algorithm development, equipment/platform integration and test acceptance, covering 8 types of enterprise application scenarios.

Service scope and implementation plan

direction numberD38
Demand scenario8 items
main inputTIR L2/L4; TIR+multispectral L4; VIS+NIR L4;
Typical routeT14、T12、T13、T07、T11

The project scope is determined based on samples, equipment, working conditions and written indicators; general modules, special models and multi-sensor integration are configured according to the evaluation results.

Application scenarios and development content

IR297

Canopy temperature and crop water stress zoning

Minimum input and technical route
TIR L2/L4;T14
target output
Canopy temperature, CWSI/stress proxies and plot plots
Implementation
Meteorological/base temperature required
critical acceptance
Compared with leaf water potential/soil moisture, plot error
IR298

Identification of uneven irrigation, blockages and water shortage areas

Minimum input and technical route
TIR+Multispectral L4;T14
target output
Abnormal rows/areas, irrigation review points
Implementation
Requires plot true value
critical acceptance
Versus flow/soil moisture, area IoU
IR299

NDVI, red edge and growth zoning

Minimum input and technical route
VIS+NIR L4;T14
target output
Vegetation index, coverage and zoning
Implementation
Reflectivity correction required
critical acceptance
Comparison with ground quadrat/leaf area index
IR300

Leaf water content and drought SWIR index

Minimum input and technical route
NIR+SWIR L4;T12+T14
target output
Moisture Index and Change Chart
Implementation
Need to correct across dates
critical acceptance
Compare with moisture content/leaf water potential
IR301

Early thermal/spectral anomaly candidates for pests and diseases

Minimum input and technical route
TIR+NIR/SWIR L4/L5;T13+T14
target output
Abnormal strains/regions and confidence
Implementation
Need pathological truth value
critical acceptance
Recall for each disease type, Recall for unknown types
IR302

Field weeds, crop rows and nighttime obstruction identification

Minimum input and technical route
NIR/LWIR L3/L4;T07+T11
target output
Crop/Weed/Barrier Mask
Implementation
Product model required
critical acceptance
IoU, row deviation, nighttime robustness
IR303

Soil surface temperature, moisture proxies and bare ground zoning

Minimum input and technical route
TIR+SWIR L4;T14
target output
Surface temperature, humidity proxies and plot statistics
Implementation
Requires soil/meteorological truth values
critical acceptance
Contrast with probe/sampling; humidity is not a direct measurement
IR304

UAV multi-temporal crop growth and disaster damage changes

Minimum input and technical route
Multispectral/TIR L4/L5;T14
target output
Change masks, parcel statistics and GIS
Implementation
Need time to match
critical acceptance
Registration error, change area IoU, cross-date stability

Information required before project evaluation

  • Target equipment/object, site conditions, business processes and follow-up actions to be taken
  • Infrared camera, lens, spectral band, installation distance, field of view, resolution and data interface
  • Original samples and collection parameters under normal, abnormal, boundary and interference conditions
  • Reference truth values and annotation specifications for temperatures, parts, states, or events
  • Target platform, network, interface, storage, latency and operating resource constraints
  • False positives, missed negatives, manual review, linkage, failure handling and acceptance thresholds

Implementation and delivery methods

  1. Project input confirmationCheck camera, spectral band, bit depth, SDK, environmental conditions, sample and acceptance true value.
  2. Sample verificationVerify key processing links, applicable conditions and abnormal working conditions, and determine the development scope and acceptance methods.
  3. Algorithm development and integrationImplement data parsing, algorithms, quality gating, interfaces and target platform deployment.
  4. Test acceptance and handoverRetest according to the agreed test set and target platform, and hand over the deliverables, test results and applicable conditions.
  • Requirements and technical solutions, input and output and interface field definitions
  • Algorithm library, model or SDK/API; delivery form is confirmed in the project plan
  • Sample program, parameter configuration, error status and calling instructions
  • Test set version, indicator definition, stratification results and failed sample records
  • Target platform adaptation, resource usage and running delay records
  • Version, dependencies, license, reproduction steps and applicable conditions description

Acceptance design

Each scenario establishes independent test cases according to "key acceptance". When sharing models across scenarios, results are reported separately for each scenario, distance, load, environment, and target size, supplemented by overall statistics.

When high-risk alarms or controls are involved, the algorithm output is used for review or linkage judgment; safety functions, regulatory responsibilities, and automatic disposal require separate design and acceptance.

Frequently Asked Questions for Enterprise Customers

Can I purchase directly based on one of the scenes?

Can be evaluated first as a separate work package. The formal scope should describe the device, data, target objects, environment, interfaces, delivery form, and acceptance thresholds.

Can it be started when there are no abnormal samples?

The data interface, normal baseline, acquisition plan and simulation/controlled test design can be completed first; the abnormal detection rate and fault classification effect can be evaluated after obtaining sufficient abnormal true values.

Can the algorithm directly trigger alarms or equipment actions?

Duration, deduplication, quality gating, manual review, communication failure and safety interlocking need to be designed based on business risks. High-risk actions should be activated after completion of independent safety mechanisms and on-site acceptance.

Project consultation

Define the Development Scope with Samples and Device Requirements

Infrared vision development services for farm crops, precision agriculture and irrigation

Please describe the task object, original picture or video, target indicators, device platform, interface and sample situation.

Phone: 13910119357
xuzhiyang0928@gmail.com

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