Florence-2

Florence-2

Microsoft
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About

Florence-2-large is an advanced vision foundation model developed by Microsoft, capable of handling a wide variety of vision and vision-language tasks, such as captioning, object detection, segmentation, and OCR. Built with a sequence-to-sequence architecture, it uses the FLD-5B dataset containing over 5 billion annotations and 126 million images to master multi-task learning. Florence-2-large excels in both zero-shot and fine-tuned settings, providing high-quality results with minimal training. The model supports tasks including detailed captioning, object detection, and dense region captioning, and can process images with text prompts to generate relevant responses. It offers great flexibility by handling diverse vision-related tasks through prompt-based approaches, making it a competitive tool in AI-powered visual tasks. The model is available on Hugging Face with pre-trained weights, enabling users to quickly get started with image processing and task execution.

About

​ModelMatch is an online platform that allows users to compare top open source vision-language models for image-understanding tasks without the need for coding. Users can upload up to four images and input specific prompts to receive detailed analyses from multiple models simultaneously. It evaluates models ranging from 1 billion to 12 billion parameters, all of which are open source with commercial licenses. For each model, ModelMatch provides a quality score (1-10) based on the model's performance for the given use case, processing time metrics, and real-time status updates during processing.

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Audience

Researchers and AI developers needing a tool to perform complex vision tasks like object detection, captioning, and OCR

Audience

Data scientists and machine learning engineers requiring a tool to evaluate and compare open source vision-language models for image analysis tasks

Support

Phone Support
24/7 Live Support
Online

Support

Phone Support
24/7 Live Support
Online

API

Offers API

API

Offers API

Screenshots and Videos

Screenshots and Videos

Pricing

Free
Free Version
Free Trial

Pricing

Free
Free Version
Free Trial

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

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Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software

Training

Documentation
Webinars
Live Online
In Person

Training

Documentation
Webinars
Live Online
In Person

Company Information

Microsoft
Founded: 1975
United States
huggingface.co/microsoft/Florence-2-large

Company Information

ModelMatch
www.findbestmodel.app/

Alternatives

PaliGemma 2

PaliGemma 2

Google

Alternatives

SmolVLM

SmolVLM

Hugging Face
Pixtral Large

Pixtral Large

Mistral AI
GLM-4.1V

GLM-4.1V

Z.ai
Ministral 3

Ministral 3

Mistral AI

Categories

Categories

Integrations

Janus-Pro-7B
Llama 3.2
Pixtral Large

Integrations

Janus-Pro-7B
Llama 3.2
Pixtral Large
Claim Florence-2 and update features and information
Claim Florence-2 and update features and information
Claim ModelMatch and update features and information
Claim ModelMatch and update features and information