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SAM 3 for Video: Concept-Aware Segmentation and Object Tracking - PyImageSearch

PyImageSearch·Piyush Thakur·about 1 month ago
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Table of Contents SAM 3 for Video: Concept-Aware Segmentation and Object Tracking Configuring Your Development Environment Setup and Imports Text-Prompt Video Tracking Load the SAM3 Video Model Helper Function: Visualizing Video Segmentation Masks, Bounding Boxes, and Tracking IDs Main Pipeline: Running the Full Video Segmentation and Tracking Workflow Launch the Gradio Application Output: Text-Prompt Video Segmentation and Tracking Results Real-Time Text-Prompt Tracking (Webcam) Helper Function: Stable Color Overlays for Real-Time Video Tracking Streaming Inference Function: Maintaining Temporal Memory Across Live Video Frames Launch the Gradio Application Output: Real-Time Webcam Video Segmentation Results Single-Click Object Tracking Load the SAM3 Tracker Video Model Tracking Object Function: Propagating a Single Object Mask Across Video Frames Launch the Gradio Application Output: Single-Click Video Object Tracking Results Multi-Click Object Tracking Initialize Few Colors: Defining a Color Palette for…

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