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Interactive polygon annotation component for Gradio with multi-selection, hover effects, and customizable appearance

Project description

gradio_polygonannotator

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Interactive polygon annotation component for Gradio with multi-selection, hover effects, and customizable appearance

Installation

pip install gradio_polygonannotator

Usage

import gradio as gr
from gradio_polygonannotator import PolygonAnnotator

# Example with document regions
example_data = {
    "image": "https://images.unsplash.com/photo-1544816155-12df9643f363?w=800&h=1200",
    "polygons": [
        {
            "id": "title",
            "coordinates": [[180, 150], [580, 150], [580, 200], [180, 200]],
            "color": "#FF6B6B",
            "mask_opacity": 0.15,
            "stroke_width": 1.0,
            "stroke_opacity": 0.8,
        },
        {
            "id": "paragraph_1",
            "coordinates": [[100, 400], [750, 400], [750, 600], [100, 600]],
            "color": "#4ECDC4",
            "mask_opacity": 0.15,
            "stroke_width": 0.7,
            "stroke_opacity": 0.6,
        },
        {
            "id": "paragraph_2",
            "coordinates": [[100, 650], [750, 650], [750, 950], [100, 950]],
            "color": "#4ECDC4",
            "mask_opacity": 0.15,
            "stroke_width": 0.7,
            "stroke_opacity": 0.6,
        },
        {
            "id": "signature",
            "coordinates": [[400, 1020], [650, 1020], [650, 1080], [400, 1080]],
            "color": "#FFE66D",
            "mask_opacity": 0.2,
            "stroke_width": 1.5,
            "stroke_opacity": 0.8,
        }
    ]
}

def handle_selection(data, evt: gr.SelectData):
    """Handle polygon selection and display info"""
    if evt.value and data:
        selected_ids = evt.value if isinstance(evt.value, list) else [evt.value]
        info = f"Selected {len(selected_ids)} polygon(s):\n"
        for poly_id in selected_ids:
            polygon = next((p for p in data["polygons"] if p["id"] == poly_id), None)
            if polygon:
                info += f"• {poly_id}\n"
        return info
    return "Click on polygons to select them. Use Ctrl/Cmd+Click for multi-selection."

with gr.Blocks() as demo:
    gr.Markdown("""
    # PolygonAnnotator - Interactive Polygon Selection

    Click on polygons to select them. Use **Ctrl/Cmd+Click** for multiple selections.
    Click selected polygons to deselect.
    """)

    with gr.Row():
        with gr.Column(scale=3):
            annotator = PolygonAnnotator(
                value=example_data,
                label="Document with Region Annotations",
                height=600,
            )

        with gr.Column(scale=1):
            selected_info = gr.Textbox(
                label="Selected Regions",
                lines=6,
                value="Click on polygons to select them. Use Ctrl/Cmd+Click for multi-selection."
            )

    # Handle selection events
    annotator.select(
        handle_selection,
        inputs=[annotator],
        outputs=[selected_info]
    )

if __name__ == "__main__":
    demo.launch()

PolygonAnnotator

Initialization

name type default description
value
dict | None
None Dictionary containing 'image' (FileData), 'polygons' (list with id, coordinates, color, opacities),
label
str | I18nData | None
None Component label shown above the annotator.
every
Timer | float | None
None Continuously calls `value` to recalculate it if `value` is a function.
inputs
Component | Sequence[Component] | set[Component] | None
None Components used as inputs to calculate `value` if it's a function.
show_label
bool | None
None Whether to display the label.
show_download_button
bool
True Whether to show image download button.
height
int | str | None
None Component height in pixels or CSS units.
width
int | str | None
None Component width in pixels or CSS units.
container
bool
True Whether to wrap component in a container with padding.
scale
int | None
None Relative size compared to adjacent components.
min_width
int
160 Minimum pixel width before wrapping.
interactive
bool | None
None Whether users can interact with polygons (selection/deselection).
visible
bool | Literal["hidden"]
True Whether component is visible ("hidden" keeps it in DOM but invisible).
elem_id
str | None
None HTML DOM id for CSS targeting.
elem_classes
list[str] | str | None
None HTML DOM classes for CSS targeting.
render
bool
True Whether to render the component immediately.
key
int | str | tuple[int | str, ...] | None
None Key for maintaining component identity across re-renders.
preserved_by_key
list[str] | str | None
"value" Parameters preserved across re-renders with same key.

Events

name description
clear This listener is triggered when the user clears the PolygonAnnotator using the clear button for the component.
change Triggered when the value of the PolygonAnnotator changes either because of user input (e.g. a user types in a textbox) OR because of a function update (e.g. an image receives a value from the output of an event trigger). See .input() for a listener that is only triggered by user input.
upload This listener is triggered when the user uploads a file into the PolygonAnnotator.
select Event listener for when the user selects or deselects the PolygonAnnotator. Uses event data gradio.SelectData to carry value referring to the label of the PolygonAnnotator, and selected to refer to state of the PolygonAnnotator. See EventData documentation on how to use this event data

User function

The impact on the users predict function varies depending on whether the component is used as an input or output for an event (or both).

  • When used as an Input, the component only impacts the input signature of the user function.
  • When used as an output, the component only impacts the return signature of the user function.

The code snippet below is accurate in cases where the component is used as both an input and an output.

  • As output: Is passed, dictionary with image path, polygon data including coordinates, colors, opacities,.
  • As input: Should return, dictionary containing 'image' (file path or URL), 'polygons' (list of polygon dictionaries.
def predict(
    value: dict | None
) -> dict | None:
    return value

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