Depth Pro
Zero-shot metric monocular depth model from Apple producing sharp 2.25 megapixel depth maps.
About
Sharp metric depth from a single photograph, with no camera intrinsics required, is what Apple's Depth Pro delivers: a 2.25 megapixel depth map with absolute scale in about 0.3 seconds on a standard GPU. The model also estimates focal length from the image itself, which is what allows metric output on arbitrary photos whose EXIF data is missing or wrong, and the paper emphasizes crisp boundary detail that prior monocular estimators tend to blur. Published at ICLR 2025, the repository provides a reference implementation whose retrained weights come close to, though do not exactly match, the numbers reported in the paper. Setup is a conda environment with a pip install of the package, a depth-pro-run command line tool, and a script that pulls the pretrained checkpoint, and inference runs on PyTorch, much faster with a CUDA GPU. Code and weights are released under Apple's own sample code license, which permits modification and redistribution with attribution but is not OSI approved, so commercial users should review the terms. Robotics, AR, and view synthesis projects adopted it as one of the strongest open monocular depth models.
Should you use Depth Pro?
Pick it when
Pick Depth Pro when you need absolute metric depth from single photos of unknown origin, with missing or wrong EXIF data, for AR, robotics or view synthesis, and you have a CUDA GPU for fast high-resolution inference.
Look elsewhere when
Skip it if you need an OSI license or cannot do a legal review, or if relative depth is enough: Depth Anything V2 small is Apache 2.0 and MiDaS runs on CPU. The released weights also do not exactly match the paper.
Alternatives to Depth Pro
- Depth Anything V2
Apache 2.0 small model and broad integrations, but metric output comes from separate fine-tuned checkpoints rather than one zero-shot metric model.
- Depth Anything V1
Apache 2.0 at every size with metric fine-tunes for NYUv2 and KITTI scenes, but no focal length estimation for arbitrary photos.
- MiDaS
MIT, CPU capable and lightweight, but relative depth only and blurrier boundaries, which is what Depth Pro was built to fix.
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Details
- Price
- Free
- Platform
- Local/Desktop
- Difficulty
- Easy (2/5)
- License
- Apple Sample Code License
- Added
- Jul 29, 2026