Segment Anything by Meta AI
Cut out any object with a single click
Segment Anything by Meta AI is an advanced AI model that specializes in image segmentation, allowing users to easily 'cut out' any object in an image with a single click. The model, known as SAM, offers zero-shot generalization to unfamiliar objects and images without the need for additional training. SAM's promptable design enables a wide range of segmentation tasks through input prompts, making it a versatile tool for various applications.
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Features
- Promptable segmentation system
- Zero-shot generalization to unfamiliar objects
- Flexible integration with other systems
- Automatically segment everything in an image
- Generate multiple valid masks for ambiguous prompts
Advantages
- Efficient model design
- Large dataset for training
- Support for various types of prompts
- Extensible outputs for other AI systems
- Zero-shot generalization capability
Disadvantages
- Requires GPU for efficient inference
- Limited support for text prompts
- Does not generate mask labels
Frequently Asked Questions
-
Q:What type of prompts are supported?
A:Foreground/background points, Bounding box, Mask -
Q:What is the structure of the model?
A:Image encoder, Prompt encoder, Mask decoder -
Q:What platforms does the model use?
A:PyTorch for image encoder, ONNX for prompt encoder and mask decoder -
Q:How big is the model?
A:632M parameters for image encoder, 4M parameters for prompt encoder and mask decoder -
Q:Does the model work on videos?
A:Currently supports images or individual frames from videos
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