Hugging Face's logo Hugging Face
  • Models
  • Datasets
  • Spaces
  • Buckets new
  • Docs
  • Enterprise
  • Pricing
    • Website
      • Tasks
      • HuggingChat
      • Collections
      • Languages
      • Organizations
    • Community
      • Blog
      • Posts
      • Daily Papers
      • Hardware
      • Learn
      • Discord
      • Forum
      • GitHub
    • Solutions
      • Team & Enterprise
      • Hugging Face PRO
      • Enterprise Support
      • Inference Providers
      • Inference Endpoints
      • Storage Buckets

  • Log In
  • Sign Up

a-ml
/
FaceDepth

Depth Estimation
PyTorch
Core ML
DepthAnythingV2
English
monocular-depth
face
apple-silicon
Model card Files Files and versions
xet
Community

Instructions to use a-ml/FaceDepth with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

  • Libraries
  • DepthAnythingV2

    How to use a-ml/FaceDepth with DepthAnythingV2:

    # Install from https://github.com/DepthAnything/Depth-Anything-V2
    
    # Load the model and infer depth from an image
    import cv2
    import torch
    
    from depth_anything_v2.dpt import DepthAnythingV2
    
    # instantiate the model
    model = DepthAnythingV2(encoder="<ENCODER>", features=<NUMBER_OF_FEATURES>, out_channels=<OUT_CHANNELS>)
    
    # load the weights
    filepath = hf_hub_download(repo_id="a-ml/FaceDepth", filename="depth_anything_v2_<ENCODER>.pth", repo_type="model")
    state_dict = torch.load(filepath, map_location="cpu")
    model.load_state_dict(state_dict).eval()
    
    raw_img = cv2.imread("your/image/path")
    depth = model.infer_image(raw_img) # HxW raw depth map in numpy
        
  • Notebooks
  • Google Colab
  • Kaggle
FaceDepth / figures
14.5 MB
Ctrl+K
Ctrl+K
  • 1 contributor
History: 1 commit
a-ml's picture
a-ml
Add demo video, comparison grids, and figures
e0cc87f verified 1 day ago
  • comparison.jpg
    445 kB
    xet
    Add demo video, comparison grids, and figures 1 day ago
  • comparison_2.jpg
    431 kB
    xet
    Add demo video, comparison grids, and figures 1 day ago
  • facedepth_video_demo.gif
    3.38 MB
    xet
    Add demo video, comparison grids, and figures 1 day ago
  • facedepth_video_demo.mp4
    9.84 MB
    xet
    Add demo video, comparison grids, and figures 1 day ago
  • teacher_compare.jpg
    272 kB
    xet
    Add demo video, comparison grids, and figures 1 day ago
  • training_curve.png
    97.5 kB
    Add demo video, comparison grids, and figures 1 day ago