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ComfyDeploy: How ComfyUI-Depth-Pro works in ComfyUI?

What is ComfyUI-Depth-Pro?

Based on [a/https://github.com/apple/ml-depth-pro](https://github.com/apple/ml-depth-pro)

How to install it in ComfyDeploy?

Head over to the machine page

  1. Click on the "Create a new machine" button
  2. Select the Edit build steps
  3. Add a new step -> Custom Node
  4. Search for ComfyUI-Depth-Pro and select it
  5. Close the build step dialig and then click on the "Save" button to rebuild the machine

ComfyUI-Depth-Pro

Based on https://github.com/apple/ml-depth-pro

Tips

The raw output of the depth model is metric depth (aka, distance from camera in meters) which may have values up in the hundreds or thousands for far away objects. This is great for projection to 3d, and you can use the focal length estimate to make a camera (focal_mm = focal_px * sensor_mm / sensor_px)

In order to convert metric depth to relative depth, like what's needed for controlnet, the depth has to be remapped into the 0 to 1 range, which is handled by a separate node. The defaults should be good for most uses, but you can invert it and/or use gamma to bias it brighter or darker.

If you get errors about "vit_large_patch14_dinov2" make sure timm is up to date (tested with 0.9.16 and 1.0.9)

The "(Down)Load Depth Pro model" node will auto-download the model from huggingface, but if you want to manually download it, you can download it from here and place it in ComfyUI/models/depth/ml-depth-pro/

Example

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License

All code that is unique to this repository is covered by the Apache-2.0 license. Any code and models that are redistributed without modification from the original codebase may be subject to the original license from https://github.com/apple/ml-depth-pro/blob/main/LICENSE if applicable. This project is not affiliated in any way with Apple Inc.