---
title: "Depth Estimation (Privacy) - Air Market"
description: "A camera that sees who you are is a privacy problem. This turns the picture into a depth map instead: how far things are from the lens, rather than what they look like. It works on live video as it c…"
canonical: "https://airmarket.ai/app/depth-estimation"
---

[Air Market](/) / [Data & Analytics](/category/data) / Depth Estimation (Privacy)

Skill by [SharpAI Dev Team](/@sharpai)

# Depth Estimation (Privacy)

Turn camera footage into shapes and distance, not faces

## What this does

A camera that sees who you are is a privacy problem. This turns the picture into a depth map instead: how far things are from the lens, rather than what they look like. It works on live video as it comes in, using a depth model that runs locally either through CoreML or PyTorch.

### Top 3 things it does for you

- Turn a camera feed into a depth map
- Apply a privacy transform to live video
- Run depth estimation on your own machine

## Information

**Depth Estimation (Privacy) at a glance**

|  |  |
| --- | --- |
| Kind | Skill |
| Publisher | [SharpAI Dev Team](/@sharpai) |
| Category | [Data & Analytics](/category/data) |
| Works with | Agent Skills - an open standard supported by 40+ agents |
| Version | 1.2.0 |
| Size | 90 KB |
| Licence | MIT |
| Repository | [SharpAI/DeepCamera](https://github.com/SharpAI/DeepCamera/tree/2264fcb20e545a8bc5b41097494e93b776104bf3/skills/transformation/depth-estimation) |
| GitHub stars | 3,010 (as of Nov 2026) |

## Security report

**Verified.** AIR scanned this exact version of Depth Estimation (Privacy) and recorded 0 findings and 2 flagged items. AIR's verdict: **safe**.

**What Depth Estimation (Privacy)'s check was run against**

|  |  |
| --- | --- |
| Commit | 2264fcb20e545a8bc5b41097494e93b776104bf3 |
| Content hash | 41bc43081e4c873609825e0a5d003305e6dcea64f67cc1260e867de151ce540d |
| Files read | [Browse the files at this exact commit](https://github.com/SharpAI/DeepCamera/blob/2264fcb20e545a8bc5b41097494e93b776104bf3/skills/transformation/depth-estimation/SKILL.md) |

A scan is named by the exact content it read, not by a version number. A different version is a different artifact, and nothing here applies to a version AIR has not scanned.

[Read the full security report for Depth Estimation (Privacy)](/security/depth-estimation)

## About Depth Estimation (Privacy)

This applies privacy transforms to video by turning it into depth, using Depth Anything v2. It works in real time on a stream.

There are two ways to run the model, CoreML and PyTorch, so it fits into whichever setup you have.

## What's inside

- SKILL.md - instructions
- config.yaml - data
- deploy.bat
- deploy.sh - script
- models.json - data
- README.md - reference
- requirements_cpu.txt - reference
- requirements_cuda.txt - reference
- requirements_directml.txt - reference
- requirements.txt - reference
- scripts/benchmark_coreml.py - script
- scripts/benchmark.py - script
- scripts/transform_base.py - script
- scripts/transform.py - script

## Questions

### Is Depth Estimation (Privacy) safe to install?

AIR scanned this exact version of Depth Estimation (Privacy) and recorded 0 findings and 2 flagged items. AIR's verdict: safe. The verdict is named by the content that was read, at commit 2264fcb20e54, so it cannot drift onto a version nobody scanned. The full report is at https://airmarket.ai/security/depth-estimation.

### How do I install Depth Estimation (Privacy)?

Open https://airmarket.ai/app/depth-estimation on Air Market and use the install action: Air Market hands Claude a prompt naming this exact skill, and Claude sets it up. Source, pinned to the exact commit this listing describes: https://github.com/SharpAI/DeepCamera/tree/2264fcb20e545a8bc5b41097494e93b776104bf3/skills/transformation/depth-estimation. Install from that link, not the branch.

## Related on Air Market

- [More Data & Analytics listings](/category/data)
- [Everything by SharpAI Dev Team](/@sharpai)

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Canonical URL: <https://airmarket.ai/app/depth-estimation>