Sensors
On this page 10
The payload is what a flight is. This page covers the four sensor families the catalog uses, at three budgets each.
| Family | Capabilities that need it |
|---|---|
| RGB | Field mapping, weed control, yield, pest, compaction, bird deterrence |
| Multispectral | Disease, fertilisation, pest, compaction, yield |
| Thermal | Irrigation, wildlife, frost, livestock |
| LiDAR | Field mapping under canopy, canopy height |
RGB
The workhorse. Resolution and shutter type matter more than anything else.
| Budget | Choice | EU source | US source | Indicative |
|---|---|---|---|---|
| Entry | Raspberry Pi Global Shutter Camera plus C-mount lens | BerryBase, Tinytronics | Adafruit, The Pi Hut | €55 plus €40 lens |
| Entry+ | Arducam 64 MP or IMX477 modules | Eckstein | Arducam | €40 to €120 |
| Mid | Used Sony a6000 or a6400, 24 MP APS-C, mechanical shutter | Kamera Express, MPB | B&H used, KEH | €300 to €700 |
| Pro | Sony ILX-LR1, 61 MP, built for aerial | Sony industrial dealers | B&H | €2,500 to €3,200 |
What actually matters
| Property | Why |
|---|---|
| Global or mechanical shutter | A rolling shutter skews every frame on a moving aircraft. Photogrammetry has to model the skew instead of measuring ground |
| Fixed focus, fixed focal length | Zoom and autofocus break the camera model the reconstruction depends on. Tape the focus ring |
| Fast shutter | Motion blur under half a pixel. At 10 m/s and 1 cm/px that means 1/1000 s or faster |
| Hardware trigger with a log event | Geotagging from RTK needs the exposure timestamp, not the file timestamp |
| Lens quality | An excellent sensor behind a poor lens is a poor camera. Vignetting and distortion are correctable, softness is not |
Ground resolution
GSD (cm/px) = altitude (m) x sensor pixel pitch (µm) / focal length (mm) / 10
| Sensor | Lens | Altitude for 1 cm/px | Altitude for 2.5 cm/px |
|---|---|---|---|
| 24 MP APS-C (3.9 µm) | 24 mm | 62 m | 154 m |
| 61 MP full frame (3.76 µm) | 35 mm | 93 m | 233 m |
| Pi GS (3.45 µm) | 8 mm | 23 m | 58 m |
| Pi GS | 16 mm | 46 m | 116 m |
This table is why the cheap sensor is not free. Coverage is swath times speed, and swath is pixels across times ground resolution. At 1 cm/px the Pi camera's swath is 14.6 m against the 24 MP camera's 60 m, so it covers roughly a quarter of the ground per battery and flies a third of the altitude to do it.
Multispectral
Five bands, calibrated, with a downwelling light sensor. See disease detection for the band table and why calibration is not optional.
| Budget | Choice | EU source | US source | Indicative |
|---|---|---|---|---|
| DIY | Two or three MAPIR Survey3W bodies (OCN, NIR, RGB) plus an AS7265x light sensor | MAPIR, Mouser EU | MAPIR, SparkFun | €1,000 to €2,000 |
| Integrated aircraft | DJI Mavic 3 Multispectral | Solectric and DJI Enterprise dealers | Advexure | €4,500 to €7,000 complete |
| Pro payload | MicaSense RedEdge-P | AgEagle EU dealers | AgEagle | €9,000 to €18,000 |
| Pro alternative | Sentera 6X | Sentera | Sentera | €8,000 to €15,000 |
| Thermal plus multispectral | MicaSense Altum-PT | AgEagle EU dealers | AgEagle | €15,000 to €25,000 |
The DIY route works and is genuinely used in research, but budget for the band registration work: separate bodies mean separate lenses, separate viewpoints and a per-frame alignment step that the integrated cameras do in hardware. It is a week of engineering plus permanent calibration discipline to save several thousand euro. Worth it once, as a way of understanding the pipeline. Rarely worth it as the production payload.
The calibration kit, which nobody budgets for
| Item | Purpose | Source | Cost |
|---|---|---|---|
| Reflectance panel | The reference every frame is scaled against | MAPIR | €150 to €400 |
| Downwelling light sensor | Illumination per band per frame | Bundled on pro cameras, AS7265x for DIY | €0 to €70 |
| Panel handling | Keep it clean, keep it flat, never touch the surface |
An uncalibrated multispectral flight is a picture. A calibrated one is a measurement. The whole change detection argument depends on which one you have.
Thermal
Radiometric, always. A palette JPEG has thrown the measurement away.
| Budget | Choice | EU source | US source | Indicative |
|---|---|---|---|---|
| Entry | FLIR Lepton 3.5, 160 x 120 radiometric | Mouser EU | GroupGets, SparkFun | €200 to €400 |
| Mid | InfiRay / Xinfrared 256 or 384 modules | Antratek and module distributors | GroupGets | €500 to €1,200 |
| Mid+ | FLIR Boson+ 640 x 512 | Mouser EU | FLIR, GroupGets | €2,500 to €5,000 |
| Pro dual | FLIR Hadron 640R, thermal plus RGB in one module | Mouser EU | FLIR | €3,000 to €6,000 |
| Turnkey payload | Workswell WIRIS | Workswell | resellers | €6,000 to €14,000 |
| Integrated aircraft | DJI Mavic 3 Thermal | Solectric | Advexure | €4,000 to €6,500 |
Resolution buys hectares
Thermal cores share a 12 µm pixel pitch, so with a lens matched to the array, doubling the pixels across doubles both the usable altitude and the swath. Area per battery is swath times speed, so it roughly doubles too.
| Sensor | Lens | Altitude for 5 cm/px | Swath |
|---|---|---|---|
| 160 x 120 | 5.7 mm | ~24 m | 8 m |
| 320 x 256 | 9 mm | ~38 m | 16 m |
| 640 x 512 | 13 mm | ~55 m | 32 m |
That table is the whole argument for the 640 sensor on a wildlife search, where the operating window is two hours long.
Export control
Thermal cores above certain resolution and frame rate thresholds are export controlled in both the US and the EU. Buying a 640 x 512 core is routine but involves paperwork and end-use statements. Buying from an EU distributor into the EU removes most of it.
LiDAR
Only two capabilities genuinely need it: canopy height for weed control discrimination, and field mapping where a canopy hides the ground. Photogrammetry cannot see under trees; LiDAR can.
| Budget | Choice | EU source | US source | Indicative |
|---|---|---|---|---|
| Height hold only | Benewake TFmini-S or TF-Luna | Antratek, Eckstein | RobotShop | €25 to €50 |
| Precision AGL | LightWare SF000/B | Antratek | RobotShop | €200 to €300 |
| Mapping | Livox Mid-360 | Drone Parts Center | RobotShop | €700 to €900 |
| Survey grade | Livox Avia with an IMU and post-processed trajectory | Livox distributors | Livox distributors | €1,500 to €4,000 |
A cheap LiDAR gives you points. Survey-grade LiDAR is an IMU problem, not a laser problem: without a tightly coupled inertial and GNSS trajectory, the point cloud is precise and inaccurate. Budget for the IMU and the post-processing, or buy the height-hold sensor and use photogrammetry for the map.
Choosing for each capability
| Capability | Minimum useful | Recommended |
|---|---|---|
| Field mapping | Pi GS camera | 24 MP APS-C, mechanical shutter |
| Weed control | 24 MP APS-C at 15 m | 61 MP at 40 m, plus canopy LiDAR |
| Disease | DIY three-band | Calibrated five band with DLS |
| Fertilisation | Same as disease | Same as disease |
| Irrigation | 320 x 256 radiometric | 640 x 512 radiometric plus RGB for alignment |
| Wildlife | 320 x 256 radiometric | 640 x 512 radiometric |
| Frost | 320 x 256 plus an air probe | 640 x 512 plus a logger network |
| Yield | 24 MP APS-C | 61 MP, global shutter |
| Pest | Shares the disease and weed payload | |
| Compaction | No sensor of its own | |
| Livestock | 320 thermal plus any RGB | 640 thermal plus a zoom RGB block |
| Bird deterrence | Fixed block cameras | Fixed cameras plus a small fast aircraft |