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Vision Solutions for Precision Agriculture & Crop Monitoring

Precision agriculture systems depend on reliable image data to monitor crop health, guide field equipment, support greenhouse automation, and improve decision-making in real-world farming environments. FRAMOS camera modules combine selected image sensors, validated optics, optimized image pipelines, and embedded platform support to help developers build vision systems for crop monitoring, field robotics, weed detection, and plant analysis.

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Vision Solutions for Precision Agriculture & Crop Monitoring
Agricultural & Farming

3D vision systems for precision crop monitoring

Crop monitoring increasingly depends on more than a flat image. Plant height, canopy volume, biomass, row structure, and fruit position are three-dimensional measurements - and they need consistent, geometrically accurate depth data, captured the same way every pass, every season.

The FRAMOS Depth Camera D435e brings industrial 3D depth sensing to the field and greenhouse. Built with Intel RealSense technology, it pairs global shutter depth and RGB with an IP66-rated housing and rugged M12 Ethernet - delivering reliable close-range depth for ground robots, gantries, and phenotyping systems in harsh growing environments.

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Depth vs flat imaging

Flat images guess at plant size - depth measures it

A 2D camera sees leaf colour and area, but it cannot tell a tall, healthy plant from a short, stressed one at the same canopy cover. The D435e captures true 3D structure - height, volume, and spacing - so crop models measure biomass and growth directly instead of inferring it. Global shutter keeps that geometry stable even as a robot or gantry moves through the row.

Harvest Vision - 2D Detection vs 3D Depth 2D RGB - FLAT
View FRAMOS D435e stereo depth
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Ripe fruit detected
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3D position (X/Y/Z + distance)
no path
Robotic pick + approach
2D detection: finds the fruit, not the position
A flat image can spot and count ripe fruit, but it carries no depth. Overlapping and partly hidden fruit collapse into a single blob, and the camera can only estimate how far away each one is. A robot arm handed a 2D box knows what to pick but not where it sits in space - so it reaches short, overshoots, or bruises the crop.
3D depth with the D435e: every fruit placed in space
The FRAMOS D435e stereo depth camera returns a true X/Y/Z position and distance for each fruit, and recovers fruit tucked behind leaves and stems. The robot receives an exact pick point and approach path - so it reaches the right fruit, at the right distance, the first time. Global shutter keeps that geometry stable while the arm and the plants are moving.
Built for 3D crop monitoring

Depth sensing across every precision agriculture task

From plant height and biomass estimation to fruit localisation and robot guidance, the FRAMOS D435e provides accurate, repeatable depth data in the field, the greenhouse, and on the move.

Plant Height & Biomass

Measure canopy height, volume, and growth rate directly from depth data - a physical basis for biomass and yield models that flat imagery can only estimate.

Canopy & Row Structure

Map row geometry, gaps, and canopy density in 3D to inform spacing, thinning, and irrigation decisions across the field or greenhouse.

Fruit & Vegetable Localisation

Locate and size fruit in three dimensions for automated harvesting, yield counting, and ripeness workflows - even against cluttered foliage.

Robot & Gantry Guidance

Feed real-time depth to ground robots, gantries, and autonomous platforms for row following, obstacle avoidance, and safe navigation between crops.

All-Weather Field Operation

IP66-rated housing and industrial M12 Ethernet keep the camera running through dust, spray, and washdown in outdoor and greenhouse environments.

Motion-Stable Capture

Global shutter sensors freeze geometry while the platform moves, so depth stays accurate on moving robots and under wind-driven plant motion.

Use cases

One depth camera, three precision agriculture workflows

01

Crop phenotyping & growth tracking

Fixed or gantry-mounted D435e cameras capture plant height, canopy volume, and structure over time - giving breeders and agronomists objective, repeatable growth data without manual measurement.

FRAMOS D435e Depth Phenotyping
02

Robotic harvesting & guidance

Mounted on ground robots and harvesting arms, the D435e localises fruit and stems in 3D and guides the platform through rows - handling motion, occlusion, and changing light.

FRAMOS D435e Active IR Stereo Robotics
03

Greenhouse & indoor farming

In greenhouses and vertical farms, IP66 depth cameras monitor canopy development and support automated tending and yield estimation in controlled, high-humidity environments.

FRAMOS D435e IP66 Greenhouse

Building a 3D crop monitoring or ag-robot platform?

Let FRAMOS help match the D435e to your working distance, mounting, and depth pipeline.

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The camera

FRAMOS Depth Camera D435e - Industrial 3D Depth for Agriculture

Depth technology
Active IR Stereo (Intel RealSense)
Ideal range
0.3 to 3 m
Depth FoV (H x V)
87° x 58°
Max depth frame rate
30 fps
Recommended for close-range 3D crop sensing

FRAMOS D435e

Active IR Stereo · Global Shutter · IP66

  • True 3D crop measurement - Active IR stereo captures height, volume, and structure directly, so biomass and yield models rest on measured geometry, not estimates from flat images.
  • Built for the field - IP66 housing and industrial M12 Ethernet survive dust, spray, and washdown across outdoor and greenhouse deployments.
  • Motion-stable and integration-ready - Global shutter and an onboard IMU keep depth accurate on moving robots, with Intel RealSense tooling for fast bring-up.
NVIDIA Jetson x86 Linux Windows GigE / PoE
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Integration path

From evaluation to deployed 3D crop system

1

Order evaluation camera

Buy the FRAMOS D435e through our distributors - ships fast for immediate evaluation on your bench or platform.

2

Connect over GigE

A single M12 Ethernet cable carries data and PoE power; Intel RealSense tooling and FRAMOS support get you streaming depth quickly.

3

Mount and calibrate for your crop

FRAMOS supports working-distance, mounting, and depth-pipeline setup for field, gantry, or greenhouse deployment.

4

Scale to production

EU supply chain, industrial-grade housings, and stable long-term availability for multi-camera and multi-site rollouts.

Explore more agricultural & farming vision applications

The FSM:GO module ecosystem covers sorting, livestock monitoring, and crop analysis from the same validated platform.

Agricultural Vision

Sorting Fruit & Vegetable

Global shutter modules for high-speed conveyor-based produce sorting and defect detection.

View application
Livestock Intelligence

Livestock Monitoring

Identification, welfare, and health scoring for livestock management systems.

View application

Building a 3D crop monitoring or ag-robot platform?

Let FRAMOS help match the D435e to your working distance, mounting, and depth pipeline - industrial-grade hardware, expert integration support, and EU supply chain reliability.

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