Segment Anything Howto
Segment Anything is a promptable AI model developed by Meta AI that can segment any object in any image with zero-shot generalization capabilities.
View MoreHow to Use Segment Anything
Install Segment Anything: Clone the GitHub repository and install the package using pip: git clone [email protected]:facebookresearch/segment-anything.git; cd segment-anything; pip install -e .
Download model checkpoint: Download a pre-trained model checkpoint from the Segment Anything GitHub repository.
Import required modules: Import the necessary modules: from segment_anything import sam_model_registry, SamAutomaticMaskGenerator, SamPredictor
Load the model: Load the SAM model using the checkpoint: sam = sam_model_registry['<model_type>'](checkpoint='<path/to/checkpoint>')
Prepare input image: Load and preprocess your input image: image = cv2.imread('<image_path>'); image = cv2.cvtColor(image, cv2.COLOR_BGR2RGB)
Generate masks: Use SamAutomaticMaskGenerator to generate masks: mask_generator = SamAutomaticMaskGenerator(sam); masks = mask_generator.generate(image)
Provide prompts (optional): For more precise segmentation, provide prompts like points or boxes to guide the model: predictor = SamPredictor(sam); predictor.set_image(image); masks, _, _ = predictor.predict(<input_point>, <input_label>)
Visualize results: Use matplotlib or other visualization tools to display the generated masks on the original image
Segment Anything FAQs
The Segment Anything Model (SAM) is an AI model developed by Meta AI for image segmentation. It can segment any object in an image based on various input prompts like points or boxes, without requiring additional training. SAM is designed for zero-shot generalization to new objects and images.
Segment Anything Monthly Traffic Trends
Product Segment Anything experienced a 18.1% decline in traffic, with a decrease of 24,259 visits. The lack of recent product updates or notable market activities might have contributed to this decline.
View history traffic
Latest AI Tools Similar to Segment Anything
Erase BG
Erase BG is a free, AI-powered online tool that automatically removes backgrounds from images with support for up to 4K resolution, requiring no account or special skills.
T-Rex Label
T-Rex Label is an AI-powered auto-labeling tool that revolutionizes data annotation with one-click labeling, interactive visual prompts, and up to 99% efficiency improvement.
AI Disturbance Overlay
AI Disturbance Overlay is an innovative tool that applies imperceptible noise to digital artworks to protect them from AI replication while preserving their visual quality for human viewers.
StockPhoto
StockPhoto is an innovative app that transforms stock images into unique photos using AI technology, offering unlimited downloads for a monthly subscription.
Popular AI Tools Like Segment Anything
Meta Segment Anything Model 2
Meta Segment Anything Model 2 (SAM 2) is a powerful AI model that enables real-time, promptable object segmentation across both images and videos with zero-shot generalization capabilities.
AI Image Enlarger
AI Image Enlarger is an online tool that uses artificial intelligence to upscale and enhance images without losing quality, supporting enlargement up to 800%.
Magnific AI
Magnific AI is an AI-powered image upscaler and enhancer that transforms images into higher-resolution versions with added details.
GeoSpy
GeoSpy AI is an advanced AI-powered geolocation tool that analyzes images to determine where they were likely taken, providing precise location estimates and intelligence insights.
View More