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Florence-2 Plugin

Plugin Overview

This plugin allows you to apply Florence-2 directly to your FiftyOne datasets.

Installation

If you haven't already, install FiftyOne:

pip install -U fiftyone transformers accelerate

Then, install the plugin:

fiftyone plugins download https://github.com/jacobmarks/fiftyone_florence2_plugin

Operators

caption_with_florence2

Generate captions in three levels of detail

detect_with_florence2

  • Detect objects using Florence-2's default classes
  • Dense region captioning
  • Open vocabulary object detection with text input
  • Region proposals

ocr_with_florence2

  • Detect text in images, with or without bounding boxes

caption_to_phrase_grounding_with_florence2

  • Ground an input phrase (caption) by detecting the relevant objects in the image. You can either specify the caption directly or use any fo.StringField on the dataset as the caption field.

referring_expression_segmentation_with_florence2

  • Segment the image based on the input referring expression. You can either specify the expression directly or use any fo.StringField on the dataset as the expression field.

Happy exploring!