LiDAR Articles

LiDAR Reveals Hidden Graves at Historic Westview Cemetery

Using an Inspired Flight IF1200 equipped with a GeoCue TrueView 515 LiDAR system, the University of Tennessee helped uncover subtle terrain clues that guided restoration efforts at a forgotten cemetery.

At GeoCue, we always enjoy sharing interesting real-world case studies that show how TrueView LiDAR is being used to uncover, document, and preserve important places and stories. This project, recently featured in Inspired Flight’s IFT Quarterly Magazine, highlights how the University of Tennessee’s GIS Outreach and Engagement Lab used an IF1200 equipped with a GeoCue TrueView 515 LiDAR system to help identify hidden grave sites at the historic Westview Cemeteries before restoration efforts began.

A big thank you to our partners at Inspired Flight for sharing this meaningful story in IFT Quarterly Magazine, Issue #6.

Click here to download the full issue: IFT Quarterly Magazine, Issue #6, Q2, 2026

Mapping the Forgotten

How LiDAR revealed what the land refused to give up.

There was no clear map of the cemetery, and from the ground, it did not fully appear as one.

What existed at the Westview site was fragmented, a maintained section with visible headstones surrounded by dense overgrowth, where the landscape offered little indication of what lay beneath.

The objective was clear: to help identify graves before cleanup efforts began. Local nonprofits, Keep Knoxville Beautiful and Knox Heritage, were preparing to restore the site, but first needed a way to understand what remained hidden beneath the vegetation.

When the team arrived on site, it became evident that this would not be a typical survey. The expectation was to find headstones concealed beneath the canopy.

That proved difficult. However, the data revealed something much more subtle and ultimately more meaningful.

Multidirectional hillshade visualization highlights subtle ground depressions associated with burial locations, including features identified beneath dense forest canopy (white boxes)

A cemetery without a map

The Westview Cemeteries are not unusual in their condition, but they are significant in what they represent.

Like many historic cemeteries across the American South, these sites were not always managed with the permanence and clarity expected of modern burial grounds. Over the decades, ownership blurred, and without a clear source of funding or responsibility for care, stewardship began to fade. As it did, portions of the cemetery slipped from public awareness, their boundaries softening as they were gradually absorbed back into the landscape.

At Westview, three adjoining parcels tell that story clearly. One section remains maintained and recognizable as a cemetery. The others have been overtaken by vegetation, making it difficult to determine where burials begin or end.

Markers that once identified graves were often made from wood or simple stone, materials not intended to last a century. As those markers disappeared, so too did the most visible signs of burial. What remained was far less obvious: subtle changes in the terrain that are nearly impossible to detect without the right perspective.

Adjacent sections of the cemetery reveal dramatically different visibility. Areas under dense canopy (white boxes) show more pronounced depressions, while maintained sections exhibit only shallow surface variation.

Looking for headstones, finding the ground instead

To better understand the site, the University of Tennessee’s GIS Outreach and Engagement Lab deployed the IF1200 equipped with a GeoCue TrueView 515 LiDAR system. The mission was planned using a 65-meter flight altitude and matching line spacing, achieving approximately 40 percent overlap and allowing the team to map the area efficiently in a single operation.

The initial goal was to locate headstones beneath dense vegetation.

That proved to be far more difficult than expected.

“We were not able to see the headstones under the vegetation,” Michael Camponovo GIS Outreach Coordinator and GIST Director at the University of Tennessee, Knoxville, explained.

“But once we got out there and knew where to look, they were there.”

Field verification confirmed that LiDAR-identified depressions corresponded to grave sites, with markers often obscured by vegetation.

Instead of identifying markers directly, the team began to notice patterns in the elevation data, subtle but consistent variations that did not align with natural terrain.

At first, those patterns were questioned.

“I thought it was noise in the data… there was no way we could see those depressions,” Camponovo said. “Tim thought they were graves. He was right.”

Reading the landscape

Using a multidirectional hillshade generated from a one-centimeter elevation model, the team began carefully analyzing the terrain.

“We processed the data in LP360, generated a one-centimeter elevation model, and used a multidirectional hillshade to pick up micro-topography. At that point, it wasn’t automation, it was visual interpretation, just zooming in and looking for depressions in the ground,” said Tim Kane, Pilot in Command and Data Analyst.

Tim Kane, Pilot in Command, prepares the IF1200 for flight ahead of the LiDAR mission

What emerged was a pattern of depressions, some barely visible, others more pronounced, that aligned with the expected size and shape of graves.

The contrast across the site was striking. In the maintained portion of the cemetery, depressions measured less than an inch and were nearly impossible to distinguish without context. In the forested areas, those same features became far more pronounced, in some cases dropping as much as 78 inches.

These differences are likely influenced by a combination of maintenance practices, environmental conditions, and burial materials.

Verifying what was found

LiDAR did not confirm the presence of graves. It indicated where to look.

Using GNSS equipment and GeoPDF outputs, the team navigated to the mapped locations and conducted field verification.

What they found reinforced the patterns observed in the data. Depressions approximately six feet long and two feet wide appeared consistently across the site, and in many cases, headstones were present, hidden beneath layers of vegetation.

“We had walked the site before and missed them completely. Even knowing there were graves there, we still didn’t see them until the data showed us where to look.”

Beyond the known boundaries

One of the most significant findings extended beyond the expected limits of the cemetery.

The data revealed clusters of graves located well into the surrounding woods, separated from the main burial areas and with no visible markers indicating their presence.

Without LiDAR, there would have been no reason to search this area. The discovery reshaped the understanding of the site, suggesting that the cemetery exists as a broader, less defined landscape than previously assumed.

Understanding the limits

While the results were impactful, they were not universal.

LiDAR did not directly detect headstones, nor could it identify every burial location. Its effectiveness depended heavily on site conditions.

Impact on the ground

For Keep Knoxville Beautiful and Knox Heritage, the results had immediate value.

Instead of sending volunteers into dense woods to search blindly, they were able to focus their efforts on areas identified as high-probability burial locations.

“Now we can actually get their volunteers to the places that we think are most likely to be most promising to be grave sites,” said Camponovo.

This shift allowed for a more efficient and respectful approach to cleanup and preservation. Following the survey, volunteers removed approximately 8,000 pounds of illegally dumped waste from the site, with efforts now focused on restoring access and preserving the cemetery for the community.

Where students step in

Projects like this extend beyond research. Ellie Bernstein, an undergraduate student involved in the project, contributed as a visual observer, assisted with ground control, and documented the mission through photography.

Ellie Bernstein sets up a survey-grade GNSS receiver to capture precise ground control data for the mapping mission.

“This project was the first time I felt like my work with UAVs had real weight. Classwork doesn’t always feel like it has stakes, so being part of something with genuine implications for a local community was incredibly meaningful,’ said Ellie Bernstein. ‘The moment I fully understood this project’s importance was while walking alone through the graves and thinking about how this work would serve and honor the people who lay there. It changed how I think about this kind of research, the responsibility it carries, and the tangible good it can do for a community.”

More than a survey

What this project revealed was not just a set of coordinates, but a deeper understanding of a place that had gradually faded from record.

LiDAR-derived elevation data (left) reveals subtle depressions confirmed through measurement, while the RCB view (right) shows how ground cover obscures these features.

The technology did not uncover everything. But it uncovered enough to change how the site is understood, and how it will be cared for moving forward.

In a landscape where history had become difficult to see, the data offered a way to bring it back into focus.

For more information with one of our LiDAR experts.