Describe-Anything

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Describe Anything (DAM) is an open-source AI tool for detailed localized image and video captioning. It generates descriptions for specific regions within images or videos using various input types.

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At a glance

Pricing

Open Source

Free tier

Yes

API

Yes

Skill level

Technical

About

What is describe-anything?

Describe Anything (DAM) is an open-source project from NVlabs, UC Berkeley, and UCSF, providing an implementation for detailed localized image and video captioning. This tool allows users to input a region of an image or video using points, boxes, scribbles, or masks, and then outputs detailed textual descriptions of that specific region. For videos, annotation on any single frame is sufficient. DAM also introduces DLC-Bench, a new benchmark for evaluating models on the detailed localized captioning task. It offers various installation methods, interactive demos, and command-line examples for both image and video processing, including integration with SAM for automated mask generation. An OpenAI-compatible API is also available for seamless integration.

Best used for

Ideal for researchers and developers who need to generate highly specific descriptions for parts of images or videos, evaluate localized captioning models, and integrate advanced visual description capabilities into their applications. Especially valuable for computer vision research and AI development.

Common actions

caption images

describe videos

annotate regions

generate visual descriptions

automated workflowlow-code/no-codeworkflowscollaborationdeepfakeopen-sourceface swappinggithub copilot"AI Agents"

Capabilities

Key features

Localized image captioning
Localized video captioning
Region-based description
SAM integration
OpenAI-compatible API
DLC-Bench evaluation

Target Audience

ai/ml researchersdeveloperscomputer vision engineersdata scientists

Integrations

Not yet documented

Pricing & Plans

Open Source

Free

FAQs

What kind of input does Describe Anything (DAM) accept for region selection?

DAM accepts various input types to define a region of interest, including points, bounding boxes, scribbles, and masks. For videos, you only need to provide an annotation on a single frame, and the tool can propagate the mask through the rest of the video.

Can Describe Anything (DAM) be integrated into other applications?

Yes, DAM provides an OpenAI-compatible API endpoint, allowing developers to integrate its detailed localized image and video captioning capabilities into their own applications and workflows. This includes support for both image and video inputs with streaming.

What is DLC-Bench and how is it used with Describe Anything (DAM)?

DLC-Bench is a new benchmark released with DAM, designed to evaluate models on the detailed localized captioning (DLC) task. Users can utilize provided scripts to evaluate their own models against this benchmark, ensuring consistent and comparable performance metrics.

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Image Generation Audio & Music Video Generation Photo Editing Graphic Design Video Editing

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Also listed in

This tool also appears in

Data & Analytics › Data Labeling & Annotation Coding & Development › Open Source & Models

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