Software and data

Latest in Software + data

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Survey technician beside a tripod at an earthworks site, with a grounded drone, equipment case, notebook and dark tablet in morning light.
Photo: Publication editorial image.License: Owner-authorized original generated editorial asset through the existing approved account; no third-party reference image or exact-product likeness.. Changes: Inspected 16:9 contextual editorial crop..

Drone Change Detection: Proving What Changed Between Inspections

Learn how drone change detection separates real differences from survey error, with required inputs, measurable deliverables, evidence limits, and buyer questions.

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A hand arranges contour and triangulated terrain drawings beside a relief model, dark tablet, and equipment case on a workshop table.
Photo: Publication editorial image.License: Owner-authorized original generated editorial asset through the existing approved account; no third-party reference image or exact-product likeness.. Changes: Inspected 16:9 contextual editorial crop..

Software and datatechnical explainer

Drone Mapping Deliverables for CAD and GIS: Which Files Should You Request?

Choose GeoTIFF, LAS/LAZ, DXF and mesh deliverables for CAD and GIS, with coordinate requirements, accuracy evidence and a practical handoff specification.

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Two inspectors position a reference target beside a concrete bridge crack, with a drone and organized equipment on a foreground table.
Photo: Publication editorial image.License: Owner-authorized original generated editorial asset through the existing approved account; no third-party reference image or exact-product likeness.. Changes: Inspected 16:9 contextual editorial crop..

Software and datatechnical explainer

Measurement Uncertainty in Drone Inspection Data

Interpret drone inspection uncertainty with a worked budget, image and thermal limits, measurable deliverables, and practical questions for providers.

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Surveyor positions a GNSS pole on a ground target at sunrise, with a base tripod, grounded drone and dark-screen laptop nearby.
Photo: Publication editorial image.License: Owner-authorized original generated editorial asset through the existing approved account; no third-party reference image or exact-product likeness.. Changes: Inspected 16:9 contextual editorial crop..

Software and datatechnical explainer

Why Is My Drone Map Elevation Wrong? Datums, Geoids, Units, and Base Coordinates

Diagnose wrong drone-map elevations using datums, geoids, units, base coordinates and antenna heights, with a worked example and independent checkpoint checks.

USGS drone pilot in a safety vest holding a controller with a mounted screen during outdoor mapping work — Image credit
A USGS drone pilot operates a camera-equipped aircraft for mapping at Abo Ruins, New Mexico, in May 2025. Field-operation context; no fleet software interface or product evaluation is shown.
Photo: U.S. Geological Survey, public domain. https://www.usgs.gov/media/images/uncrewed-aircraft-system-uas-remote-pilot-victoria-scholl.License: The exact USGS media record labels Sources/Usage as Public Domain. Source indexed record and original USGS-hosted image checked September 8, 2026.. Changes: Full original photograph inspected and retained unchanged. Controller, mounted display, operator, and field context remain clear at reduced display size. No on-screen software identity or test outcome inferred..

Software and datatechnical explainer

Commercial Drone Fleet Management Software Buying Guide

Choose drone fleet management software by hardware support, records, data exports, integrations, and lifecycle costs. Use a practical purchasing trial.

A person holds a drone controller with a mounted smartphone and touches the phone screen outdoors. — Image credit
A controller and connected phone illustrate the equipment included in a fleet security review. This photograph does not document a security test or a commercial deployment.
Photo: Photo: Nenad Stojkovi? / Shixart1985, Wikimedia Commons, CC BY 2.0. Reduced-resolution Wikimedia version; no crop or retouching..License: Commons own-work declaration and embedded credit name the creator; the file is explicitly CC BY 2.0. https://creativecommons.org/licenses/by/2.0/. Changes: Complete original composition retained in the Wikimedia 1920-pixel derivative. Source dimensions verified; final photograph visually inspected for visible contents, legibility, and misleading implications..

Software and datatechnical explainer

Drone Cybersecurity for Commercial Fleets

Secure commercial drone fleets across controllers, accounts, updates, and data transfers. Define measurable checks, recovery responsibilities, and buyer questions.

Two coastal sites shown as natural-color orthomosaics in the left column and colored surface models in the right column. — Image credit
Orthomosaic imagery and digital surface models from the USGS UAS survey of Puget Creek and Dickman Mill Park, Tacoma, Washington, June 3, 2019. These are distinct derived products; colors alone are not used here to infer elevations.
Photo: J.B. Logan, E.E. Grossman, N.R. VanArendonk, and L. Horner / USGS. Public domain. https://www.usgs.gov/media/images/examples-orthomosaic-imagery-and-digital-surface-models.License: Exact source page states Public Domain and credits USGS creators. USGS Copyrights and Credits confirms USGS-produced data and information are U.S. public domain: https://www.usgs.gov/information-policies-and-instructions/copyrights-and-credits. Changes: Full-resolution original inspected and retained unchanged. Four complete panels show the two sites and product types; no quantitative color interpretation or small labels are needed. Panels remain distinguishable at mobile display sizes..

Software and datatechnical explainer

Drone Data Management: From Memory Card to Defensible Record

Build a traceable drone data workflow with preserved originals, metadata, processing history, quality checks, and client deliverables that can be retrieved.

Branching cracks cross a gray concrete surface with exposed aggregate and a straight joint near the top. — Image credit
A concrete surface with cracks, aggregate, and a straight joint. This contextual photograph illustrates features an image reviewer must distinguish; it is not drone imagery or an AI detection result.
Photo: John Harvey / Wikimedia Commons, public domain. https://commons.wikimedia.org/wiki/File:Concrete_cracked.jpg.License: The exact Commons file page records release into the public domain by John Harvey worldwide, with an unconditional any-purpose grant where public-domain dedication is not possible; its permission statement expressly allows commercial use.. Changes: Full-resolution original visually inspected and retained without crop or alteration. Prominent cracks remain readable at reduced display size; the photograph provides context without a scale or diagnosis..

Software and datatechnical explainer

Drone Defect Detection with AI: Accuracy, Training Data, and Review

Understand AI drone defect detection accuracy, training-data limits, human review, and the deliverables to request before commissioning a commercial pilot.

USGS geologist pointing to a three-dimensional coastal change map on a desktop monitor — Image credit
A USGS geologist reviews a change map made from structure-from-motion data in a photograph published in 2016. This historical aerial-photogrammetry example illustrates interpretation of dated observations, not a commercial drone digital twin.
Photo: Photo: Amy West, USGS Pacific Coastal and Marine Science Center. Public domain..License: The exact USGS image page identifies this photograph as Public Domain and names Amy West as photographer.. Changes: Original image preserved without crop or content changes; full-resolution image inspected and composition remains understandable at small display sizes..

Software and datatechnical explainer

Drone Digital Twins: From Capture to Maintainable Asset Model

See how drone capture becomes a maintainable asset model, with checked geometry, asset IDs, usable exports, and a repeatable update process.

Software and datatechnical explainer

Drone Ground Sample Distance Explained

Calculate drone ground sample distance from camera and flight inputs, distinguish GSD from accuracy, and specify measurable mapping deliverables.

Participants use laptops while an instructor presents mapping software during a USGS lidar training workshop — Image credit
A USGS sUAS lidar training workshop at Woods Hole, November 3, 2022. The classroom scene illustrates the software skills involved in working with aerial data; it is not a test of the products discussed here.
Photo: Matt Burgess / USGS. Public domain. https://www.usgs.gov/media/images/suas-lidar-training-5.License: Exact USGS image page marks Sources/Usage as Public Domain and credits Matt Burgess, USGS. Public-domain status permits commercial reuse and modification.. Changes: Full original photograph inspected and retained unchanged, with its embedded orientation. People, laptops, and projected mapping interface remain recognizable at mobile size; small interface text is not used to substantiate claims..

Software and datatechnical explainer

Drone Inspection Software: Features That Matter After the Flight

Evaluate drone inspection software for traceable findings, usable exports, thermal and AI limits, maintenance integration, and costs through data retention and exit.

USGS scientist adjusting tripod-mounted GNSS equipment beside a radio antenna in a mountain valley — Image credit
A USGS scientist establishes ground control for a UAS mission in August 2017. Historical field photograph; it does not document the accuracy of a particular survey delivery.
Photo: U.S. Geological Survey, public domain. https://www.usgs.gov/media/images/usgs-scientist-using-rtk-establish-ground-control-a-uas-mission.License: Exact USGS media page labels this photograph Public Domain; government field photograph may be commercially reused and modified.. Changes: Original full frame retained unchanged. Inspected the full-frame overview and native-resolution detail around the scientist and survey equipment. Landscape, instruments, and field context remain legible; no performance result inferred..

Software and datatechnical explainer

Drone Survey Accuracy Standards: What Buyers Should Ask For

Understand drone survey accuracy standards, independent checkpoints, RMSE, data deliverables, integration requirements, and the costs to compare before buying.

Orange-and-white ground target beside solar-powered field instruments on rocky terrain in Iceland — Image credit
A ground control target in Iceland, photographed June 22, 2026. Surveyed references connect reconstructed geometry to known locations; the photograph does not establish a mapping accuracy result.
Photo: Steinninn / Wikimedia Commons, CC BY 4.0 (https://creativecommons.org/licenses/by/4.0/). https://commons.wikimedia.org/wiki/File:Ground_control_point_in_Iceland_(GCP).jpg. Wikimedia 1280-pixel rendition; no crop or content edits..License: Exact Commons file page identifies own work and Creative Commons Attribution 4.0 International, https://creativecommons.org/licenses/by/4.0/ . File license is CC BY 4.0; the website footer license is not the file license.. Changes: Full composition retained in the existing Wikimedia 1280-pixel rendition. Original dimensions inspected through a full-resolution JPEG viewing copy after the image viewer could not load the large original; final rendition separately inspected. Target is recognizable at small sizes. Published asset has no local edits..

Software and datatechnical explainer

How Accurate Is Drone Photogrammetry?

Understand drone photogrammetry accuracy: centimeter-level evidence, GSD limits, independent checkpoints, RMSE, and what to require in a commercial deliverable.

Lidar point cloud of a wooded slope at left beside a bare-earth elevation rendering revealing landslide terrain at right — Image credit
USGS comparison published around 2018: a vegetation-covered lidar point cloud at left and a bare-earth elevation model at right. The rendering illustrates what ground classification can reveal; it does not establish a drone survey accuracy.
Photo: U.S. Geological Survey. Public domain..License: Exact USGS media page explicitly labels this rendering Public Domain. Individual creator is not named on the page; institutional credit retained.. Changes: Original 1342 by 753 USGS rendering inspected and retained unchanged. Main label and terrain contrast are legible; partial text already present at the left source edge is not needed for interpretation. Caption and alt text explain both halves without reliance on color..

Software and datatechnical explainer

Orthomosaic vs DSM vs DTM: Choosing the Right Drone Deliverable

Compare orthomosaic, DSM, and DTM workflows, accuracy limits, cost drivers, and commercial uses. Specify the right drone mapping files and checks.

About this coverage

Software and data, in practice

Drone work often passes through several software layers, from planning and aircraft control to processing, analysis, collaboration, and delivery. Their interfaces can matter as much as any individual feature.

Coverage examines documented capabilities, data ownership and portability, compute requirements, automation limits, interoperability, security, and the cost of maintaining a dependable workflow.

Latest in Software + data

Software and data, in practice

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