Author name: Piyush Thakur

computer-vision, concept-aware segmentation, Detection, gradio app, hugging face transformers, multi-object tracking, object tracking, pytorch, SAM3, segmentation, single-click tracking, streaming inference, text-prompt tracking, Tracking, tutorial, video segmentation, video tracking, webcam segmentation

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

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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:…

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bounding box prompts, computer-vision, Detection, Gradio, Interactive, interactive segmentation, multi-modal prompting, PCS, point prompts, Prompting, pytorch, sam 3, segment anything model, segmentation, text prompts, tutorial

Advanced SAM 3: Multi-Modal Prompting and Interactive Segmentation

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Table of Contents Advanced SAM 3: Multi-Modal Prompting and Interactive Segmentation Configuring Your Development Environment Setup and Imports Loading the SAM 3 Model Downloading a Few Images Multi-Text Prompts on a Single Image Batched Inference Using Multiple Text Prompts Across…

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computer-vision, deep-learning, image segmentation, Meta AI, open-vocabulary, PCS, promptable concept segmentation, promptable visual segmentation, Prompting, PVS, sam 3, segment anything, tutorial, vision transformers

SAM 3: Concept-Based Visual Understanding and Segmentation

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Table of Contents SAM 3: Concept-Based Visual Understanding and Segmentation The Evolution of Segment Anything: From Geometry to Concepts Core Model Architecture and Technical Components The Perception Encoder (PE) and Vision Backbone The Open-Vocabulary Text and Exemplar Encoders The DETR-Based…

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