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MingzhenL
/
vessa-2d-ssl-bundle

sam2
medical-imaging
semi-supervised-segmentation
chest-x-ray
vision-language
Model card Files Files and versions
xet
Community

Instructions to use MingzhenL/vessa-2d-ssl-bundle with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

  • Libraries
  • sam2

    How to use MingzhenL/vessa-2d-ssl-bundle with sam2:

    # Use SAM2 with images
    import torch
    from sam2.sam2_image_predictor import SAM2ImagePredictor
    
    predictor = SAM2ImagePredictor.from_pretrained("MingzhenL/vessa-2d-ssl-bundle")
    
    with torch.inference_mode(), torch.autocast("cuda", dtype=torch.bfloat16):
        predictor.set_image(<your_image>)
        masks, _, _ = predictor.predict(<input_prompts>)
    # Use SAM2 with videos
    import torch
    from sam2.sam2_video_predictor import SAM2VideoPredictor
    
    predictor = SAM2VideoPredictor.from_pretrained("MingzhenL/vessa-2d-ssl-bundle")
    
    with torch.inference_mode(), torch.autocast("cuda", dtype=torch.bfloat16):
        state = predictor.init_state(<your_video>)
    
        # add new prompts and instantly get the output on the same frame
        frame_idx, object_ids, masks = predictor.add_new_points(state, <your_prompts>)
    
        # propagate the prompts to get masklets throughout the video
        for frame_idx, object_ids, masks in predictor.propagate_in_video(state):
            ...
  • Notebooks
  • Google Colab
  • Kaggle
vessa-2d-ssl-bundle / example_data /RL_dataset
211 MB
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  • 1 contributor
History: 4 commits
MingzhenL's picture
MingzhenL
Add files using upload-large-folder tool
36508ac verified 12 days ago
  • CXR
    Add files using upload-large-folder tool 12 days ago
  • CXR_10percent_exact_processed
    Add files using upload-large-folder tool 12 days ago
  • CXR_1percent_exact_processed
    Add files using upload-large-folder tool 12 days ago
  • CXR_5percent_exact_processed
    Add files using upload-large-folder tool 12 days ago