Florence 2 large ft

Name: Florence 2 large ft
Author: Microsoft

by MicrosoftFlorence

Open WeightModel weights are publicly available — can be downloaded and self-hosted

Released June 20241K context≈ 768 words

Florence 2 large ft is a focused, task-oriented vision-language model that handles a wide range of image understanding tasks — captioning, object detection, grounding, and OCR — through a unified prompt-based interface. The 'ft' fine-tuned variant tends to be more precise on structured visual tasks compared to its base counterpart. It trades conversational flexibility for reliable, structured outputs tied closely to what's visible in an image.

Capabilities

Capability scores are AI-generated based on model documentation, benchmarks, and technical specifications. Learn more

Multimodal

Moderate

Long Context

Florence 2 large ft

by MicrosoftFlorence

Open WeightModel weights are publicly available — can be downloaded and self-hosted

Released June 20241K context≈ 768 words

Florence 2 large ft is a focused, task-oriented vision-language model that handles a wide range of image understanding tasks — captioning, object detection, grounding, and OCR — through a unified prompt-based interface. The 'ft' fine-tuned variant tends to be more precise on structured visual tasks compared to its base counterpart. It trades conversational flexibility for reliable, structured outputs tied closely to what's visible in an image.

Capabilities

Capability scores are AI-generated based on model documentation, benchmarks, and technical specifications. Learn more

Multimodal

Moderate

Long Context

Glossary

Fine-TunedA pre-trained model further trained on a smaller, task-specific dataset to improve performance on that task.GroundingThe practice of ensuring a model's responses are based on and supported by provided source documents rather than generated from general knowledge.Language ModelAn AI model trained to predict and generate text by learning patterns from large amounts of written data.Object DetectionA computer vision task that identifies and locates specific objects within an image by drawing boxes around them.PromptThe initial text you provide to a language model to guide what it should generate or complete.Prompt-Based InterfaceA way to control what a model does by giving it text instructions, rather than requiring code changes or separate training for different tasks.Structured OutputsThe model's ability to generate responses in organized, predictable formats like JSON or XML rather than free-form text.Vision-LanguageA model designed to understand and reason about both visual content (images) and natural language text together.Vision-Language ModelAn AI model that understands both images and text, allowing it to answer questions about images or describe what it sees.

Capabilities

Capabilities

Use Case Fit

Glossary