{ "cells": [ { "cell_type": "markdown", "id": "591891fc", "metadata": {}, "source": [ "# Locate page regions" ] }, { "cell_type": "code", "execution_count": 1, "id": "dd1dc046", "metadata": { "execution": { "iopub.execute_input": "2026-11-01T08:14:57.458348Z", "iopub.status.busy": "2026-11-01T08:14:57.458270Z", "iopub.status.idle": "2026-11-01T08:14:58.437216Z", "shell.execute_reply": "2026-11-01T08:14:58.436735Z" }, "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Image size: 1654 2339\n", "Text 0.97\n", "Text 0.96\n", "Table 0.96\n", "SectionHeader 0.94\n", "Text 0.93\n" ] } ], "source": [ "from occular import LayoutDetector\n", "\n", "page = LayoutDetector().detect(\"invoice.png\")\n", "print(\"Image size:\", page.width, page.height)\n", "for region in page.regions[:5]:\n", " print(region.label, round(region.score, 2))" ] }, { "cell_type": "code", "execution_count": 2, "id": "6053a82a", "metadata": { "execution": { "iopub.execute_input": "2026-11-01T08:14:58.438304Z", "iopub.status.busy": "2026-11-01T08:14:58.438128Z", "iopub.status.idle": "2026-11-01T08:14:58.853870Z", "shell.execute_reply": "2026-11-01T08:14:58.853337Z" }, "scrolled": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "from matplotlib.patches import Rectangle\n", "\n", "fig, ax = plt.subplots(figsize=(8, 4))\n", "ax.imshow(plt.imread(\"invoice.png\"))\n", "for region in page.regions:\n", " x0, y0, x1, y1 = region.bbox\n", " ax.add_patch(Rectangle((x0, y0), x1-x0, y1-y0,\n", " fill=False, edgecolor=\"red\", linewidth=2))\n", " ax.text(x0, y0, region.label, color=\"black\", fontsize=13,\n", " bbox={\"facecolor\": \"white\", \"alpha\": 0.85, \"pad\": 2}, clip_on=True)\n", "ax.set_xlim(80, 1580)\n", "ax.set_ylim(1100, 540)\n", "ax.set_title(\"Detected regions — selected invoice crop\")\n", "ax.axis(\"off\")\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.3" } }, "nbformat": 4, "nbformat_minor": 5 }