Meta Sam 3: Segment Anything with Text, Clicks and Concepts

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Meta SAM 3: The New Era of Segment Anything

Next-Gen Segment Anything<br>Meta SAM 3 - Segment Anything with Text, Clicks & Concepts

Meta SAM 3 lets you point, type, or show an example and it instantly finds, segments, and tracks every object you care about in any image or video.

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Overview<br>What Is Meta SAM 3 AI?

Meta SAM 3 AI (Segment Anything Model 3) is Meta AI Research’s newest “segment anything” model that can detect, precisely segment (mask), and track objects in images and videos using simple prompts.

What makes SAM 3 special is how you can tell it what to segment:

Key Values and Vision

Text prompts: type a short phrase like “person” or “car” and it masks matching objects.

Exemplar prompts: draw a box around one example object, and it masks all similar objects in the scene.

Visual click prompts: use positive/negative clicks to include/exclude parts of an object.

Interactive refinement: if it misses something, add follow-up prompts to improve the mask.

Video tracking: once an object is segmented, it can follow that object through video frames.

Meta has also said SAM 3 is designed for real-world tools, including upcoming uses in Instagram Edits and Meta AI app features like Vibes, plus research collaborations (wildlife and underwater imagery).

Why Choose Meta Sam 3

Because it makes "segment anything" fast and flexible letting you mask and track objects in images and videos using simple text prompts, exemplar boxes, or click-based guidance, with easy refinements when results need fine tuning.

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Multiple prompt types

Segment using text, exemplar box, or positive/negative clicks.

“Segment anything” flexibility

Works across many object types without needing fixed labels.

Video support

Tracks segmented objects through videos (not just single images).

Easy refinement

Add follow-up prompts to quickly fix missed areas or mistakes.

Fast creative workflows

Great for effects, cutouts, background removal, and object highlighting.

Built on SAM 2 strengths

Keeps proven features while adding stronger text + exemplar segmentation.

Evolution<br>Evolution of Meta SAM From SAM 1 to SAM 3 (and SAM 3D)

SAM 1 - The "one-click" foundation (Images)

Segment any object in an image with as little as a single click

Improve results with follow-up clicks (refinement)

Best for: fast object cutouts in still images

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SAM 2 - Segmentation + tracking (Images + Video)

Segment and track objects in videos, not just images

Supports click, box, or mask prompts

Still includes refinement with extra clicks

Best for: video masking workflows where the object moves over time

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SAM 3 - Unified “segment anything” with language + exemplars (Images + Video)

Keeps SAM 2 capabilities (click prompts, refinement, tracking)

Adds open-vocabulary text prompts - Mask objects using short phrases (e.g., object categories described in words)

Adds exemplar prompts - Box one example → segment all matching objects

Built as a unified promptable model across images and video

Best for: fastest real-world workflows when you want to guide segmentation by text, examples, or clicks

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Features<br>Key Features of Meta SAM 3 AI

Segment Anything in Images & Video: Precisely masks objects in both photos and videos.

Object Tracking in Video: Tracks segmented objects across frames for consistent results.

Text Prompts (Open-Vocabulary): Use short words/phrases to segment all matching objects.

Exemplar Prompts: Draw a box around one example object, and SAM 3 segments all similar objects.

Visual Prompts (Clicks): Use positive + negative clicks to include or exclude parts of an object.

Interactive Refinement: Add follow-up prompts to correct mistakes and improve mask accuracy.

State-of-the-Art Performance: Strong results across text + visual segmentation tasks.

Unified Promptable Architecture: One model supports language + exemplars + visual prompts across images and video.

Real-World Ready Workflows: Designed for creator and research use cases (effects, editing, analysis).

SAM 3D Extension: Supports future 3D reconstruction/analysis for spatial understanding.

More Features

Quick Start<br>How to Get Started with Meta SAM 3

You can start experimenting with SAM 3 in a browser playground, via hosted APIs, or by running the official open source code on your own GPU.

Input an Image or Video

You start by uploading an image or video to SAM 3 (e.g., in the Segment Anything Playground or your own application).

Choose a Prompt Method

Text Prompts

Exemplar Prompts

Visual Click Prompts

Model Understands the Scene

Behind the scenes, SAM 3 uses a powerful vision encoder to analyze the image/video and understand object boundaries, textures, colors, and more.

Generate Segmentation Mask

Based on your prompt, the model creates a pixel accurate segmentation mask identifying the object(s) you've specified.

Interactive Refinement

If SAM 3 misses part of the object or...

prompts segment object video meta objects

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