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ParallelLLC
/
Segmentation

Image Segmentation
PyTorch
sam2
English
computer-vision
segmentation
few-shot-learning
zero-shot-learning
clip
Model card Files Files and versions
xet
Community

Instructions to use ParallelLLC/Segmentation with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

  • Libraries
  • sam2

    How to use ParallelLLC/Segmentation with sam2:

    # Use SAM2 with images
    import torch
    from sam2.sam2_image_predictor import SAM2ImagePredictor
    
    predictor = SAM2ImagePredictor.from_pretrained(ParallelLLC/Segmentation)
    
    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(ParallelLLC/Segmentation)
    
    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
Segmentation / utils
50.7 kB
Ctrl+K
Ctrl+K
  • 3 contributors
History: 1 commit
Edwin Salguero
Initial commit: SAM 2 Few-Shot/Zero-Shot Segmentation Research Framework
12fa055 10 months ago
  • data_loader.py
    20.8 kB
    Initial commit: SAM 2 Few-Shot/Zero-Shot Segmentation Research Framework 10 months ago
  • metrics.py
    12.6 kB
    Initial commit: SAM 2 Few-Shot/Zero-Shot Segmentation Research Framework 10 months ago
  • visualization.py
    17.3 kB
    Initial commit: SAM 2 Few-Shot/Zero-Shot Segmentation Research Framework 10 months ago