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Gaussian Splatting

Gaussian Splatting for Urban Planning & City Visualization

Urban planning decisions affect millions of people, yet the visual tools used to communicate those decisions — 2D maps, simplified 3D models, artist renderings — often fail to convey how proposed development will actually look and feel in context. Gaussian Splatting captures entire city districts as photorealistic, explorable 3D environments that planners, elected officials, and community members can navigate at 100+ FPS in a web browser. When stakeholders can see exactly how a proposed building fits into the existing urban fabric, the quality of planning decisions improves.

City-scale photorealistic models for development review and public engagement

30K Images
City-Scale Capacity
100+ FPS
Web-Based Viewing
GeoTIFF
GIS-Compatible Output

Gaussian Splatting for Urban Planning

Gaussian Splatting for urban planning creates photorealistic city-scale 3D models that stakeholders can explore in real time at 100+ FPS in a web browser — ideal for development review, zoning analysis, impact assessment, and public engagement. THE FUTURE 3D captures urban environments using drone photogrammetry (DJI M4E with Zenmuse P1 at 45MP) — DJI Terra V5.0+ Flagship processes up to 30,000 images for city-scale GS reconstruction. Captured district models are delivered as 3DTiles for Cesium web viewers, enabling planners, officials, and community members to explore current conditions and evaluate proposed changes. For street-level detail, the Xgrids L2 Pro handheld scanner (32-channel LiDAR, ±1-2cm) provides ground-level GS walkthrough capture via LCC software. GS scenes are optimized using PostShot (file size reduction for streaming) and SuperSplat (scene editing). Urban planning GS projects start at $2,250 with 1.5× photogrammetry pricing; city-district captures typically range from $10,000-$30,000+.

Applications & Use Cases

How Gaussian Splatting supports urban planning workflows.

Development Impact Visualization

Capture existing urban conditions as photorealistic GS environments, then overlay proposed development plans to show exactly how new buildings, infrastructure, and public spaces will look in the real-world context. Planning commissions and design review boards evaluate shadow impact, scale relationships, view corridors, and neighborhood character against the actual visual backdrop — not simplified renderings.

Public Engagement & Community Review

Share photorealistic 3D city models with community members via web-based Cesium viewers — no software installation required. Residents explore their neighborhood in 3D, understand proposed changes from their perspective (their street, their block, their view), and provide informed feedback. GS makes urban planning accessible to non-technical participants.

Zoning & Land Use Analysis

Visualize zoning envelopes, setback requirements, height limits, and FAR constraints within the photorealistic context of existing neighborhoods. Planners evaluate how zoning regulations shape the built environment by overlaying code-compliant building envelopes onto GS-captured existing conditions.

Transportation & Infrastructure Planning

Document street networks, intersections, transit corridors, and pedestrian infrastructure as explorable 3D environments. Transportation planners evaluate sight lines, traffic patterns, and infrastructure conditions from the GS model. Proposed improvements are visualized within the real-world street context.

Historical Change Documentation

Capture urban districts at regular intervals to document city evolution over time. Time-series GS models create a photorealistic record of urban change — new construction, demolitions, streetscape improvements — that serves as both a planning reference and a historical archive.

Environmental & Sustainability Assessment

Document urban green infrastructure, tree canopy coverage, permeable surfaces, and stormwater management features at photorealistic resolution. Environmental planners assess the visual and spatial impact of sustainability initiatives within the actual urban context.

Key Benefits

  • City-scale capture: DJI Terra processes up to 30,000 images for district-level GS mapping
  • Web-based public access via Cesium 3DTiles — no software for community members or elected officials
  • Non-technical stakeholders understand 3D city models instantly — informed public engagement
  • Georeferenced GS output aligns with GIS data, zoning maps, and planning databases
  • Photorealistic existing conditions provide accurate context for evaluating proposed development
  • Streaming 3DTiles delivery handles city-scale scenes without requiring high-end client hardware
  • Reusable city model serves multiple planning analyses, design reviews, and public hearings

Equipment We Deploy

Aerial Urban Capture

DJI Matrice 4E (M4E)

Enterprise drone for city-scale aerial capture. Automated grid flights with oblique patterns ensure complete coverage of building facades, streetscapes, and public spaces. RTK positioning aligns with city coordinate systems.

45MP Photogrammetry Camera

Zenmuse P1

45MP full-frame camera captures high-resolution imagery of urban districts for DJI Terra GS reconstruction at up to 30,000 images per project.

Survey-Grade LiDAR

Trimble X12

±2mm ground-level documentation for dimensional accuracy — street widths, building setbacks, infrastructure measurements alongside GS visualization.

Handheld GS Scanner

Xgrids L2 Pro

32-channel LiDAR (640K pts/sec, ±1-2cm). Captures street-level GS walkthroughs via LCC software — documenting the pedestrian experience of urban spaces with direct WebGL output.

Ecosystem & Processing Tools

Beyond our own equipment fleet, these ecosystem tools power the Gaussian Splatting pipeline from capture through post-processing and delivery.

What You Receive

Gaussian Splatting scene files (PLY) for city-scale visualization
3DTiles packages for web-based Cesium urban planning viewers
GeoTIFF georeferenced outputs for GIS integration
Registered point clouds in E57 and LAS formats
High-resolution aerial orthomosaics and site plans
OpenUSD and glTF exports for planning visualization tools
GS scenes optimized via PostShot for web streaming performance
Technical metadata: coordinate systems, georeferencing, coverage maps, accuracy reports

Pricing

Urban planning GS from $2,250. Single block: $2,250-$5,000. Multi-block district: $10,000-$20,000. City-scale corridor: $20,000-$30,000+. GS processing at 1.5× photogrammetry rates. Includes georeferenced output for GIS integration. Contact for a custom urban planning quote.

Pricing shown reflects average US rates. Actual costs vary by location based on local market conditions, regulations, and project logistics — both within the US and internationally. Get a custom quote

Get a Gaussian Splatting for Urban Planning Quote

Professional Gaussian Splatting for buildings and environments. Nationwide coverage, rapid turnaround.

Frequently Asked Questions

What is Gaussian Splatting for urban planning?

Gaussian Splatting for urban planning captures city districts as photorealistic, explorable 3D environments that planners, elected officials, and community members can navigate at 100+ FPS in a web browser. THE FUTURE 3D uses drone photogrammetry (DJI M4E with Zenmuse P1) to capture urban areas — DJI Terra V5.0+ processes up to 30,000 images for city-scale GS reconstruction. The resulting 3DTiles models stream via Cesium web viewers for development review, public engagement, and planning analysis.

How large an area can Gaussian Splatting capture?

DJI Terra V5.0+ processes up to 30,000 images for city-scale Gaussian Splatting — covering multi-block districts, corridors, and neighborhoods. GPU requirements increase with scale: 24GB VRAM (RTX 4090) recommended for district-level, 128GB system RAM for city-scale with CPU offloading. THE FUTURE 3D has the hardware infrastructure and DJI Terra Flagship licensing for the largest urban GS projects.

How much does urban planning GS cost?

Urban planning GS projects start at $2,250 (THE FUTURE 3D minimum). Individual site or block captures: $2,250-$5,000. Multi-block districts: $10,000-$20,000. City-scale corridor or neighborhood: $20,000-$30,000+. GS processing at 1.5× photogrammetry rates. Contact for a custom project quote based on area coverage and deliverable requirements.

Can community members access the 3D city model online?

Yes. GS city models delivered as 3DTiles stream through Cesium web viewers that work on any modern device — desktop, tablet, or mobile phone — through a standard web browser. No software installation or technical expertise required. Planning agencies can embed the viewer on their public engagement websites. Community members explore their neighborhood in photorealistic 3D from home.

Does GS output integrate with GIS systems?

GS output from DJI Terra includes GeoTIFF files with georeferencing metadata that integrates with GIS platforms. Cesium (the primary web viewer for 3DTiles) natively supports GIS data overlays — planners can combine the photorealistic GS model with zoning layers, parcels, utilities, and other GIS datasets. Point cloud outputs (E57, LAS) also carry georeferencing for GIS integration.

How accurate is GS for planning measurements?

Gaussian Splatting has a mean geometric accuracy of 7.82cm — suitable for visual planning assessment and contextual evaluation but NOT for engineering measurement. For projects requiring dimensional data (setback measurements, street widths, height calculations), THE FUTURE 3D includes ±2mm Trimble X12 LiDAR data alongside the GS visualization. The GS model shows how things look; the LiDAR data measures how things are.

How long does a district-level scan take?

A multi-block district typically requires 1-3 days of aerial drone capture depending on area size and obstruction complexity. Street-level Xgrids L2 Pro scanning adds 1-2 days for key pedestrian corridors. GS processing for large datasets takes 5-10 business days. Total turnaround for a district-level urban planning model is typically 2-3 weeks.

Do you scan individual street furniture or vehicles?

No. THE FUTURE 3D captures urban environments — buildings, streetscapes, infrastructure, public spaces — not individual objects like street furniture, vehicles, or signage. These elements may appear in the GS scene as captured environmental context, but they are not the subject of our scanning services. Our equipment is designed for district-scale and building-scale urban documentation.

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