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nkkbr
/
ViCA2-init

Video-Text-to-Text
Transformers
Safetensors
sam2
English
vica_qwen
text-generation
multimodal
vision-language
video understanding
visuospatial cognition
spatial reasoning
vlm
llava
qwen
siglip
hiera
dual-encoder
Model card Files Files and versions
xet
Community
1

Instructions to use nkkbr/ViCA2-init with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

  • Libraries
  • Transformers

    How to use nkkbr/ViCA2-init with Transformers:

    # Load model directly
    from transformers import AutoModelForCausalLM
    model = AutoModelForCausalLM.from_pretrained("nkkbr/ViCA2-init", dtype="auto")
  • sam2

    How to use nkkbr/ViCA2-init with sam2:

    # Use SAM2 with images
    import torch
    from sam2.sam2_image_predictor import SAM2ImagePredictor
    
    predictor = SAM2ImagePredictor.from_pretrained(nkkbr/ViCA2-init)
    
    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(nkkbr/ViCA2-init)
    
    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
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Resources
  • PR & discussions documentation
  • Code of Conduct
  • Hub documentation

the released checkpoint seems not fitting the transformers

7
#1 opened 11 months ago by
catherinexyz
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