{ "cells": [ { "cell_type": "markdown", "id": "4b4bd5e4", "metadata": {}, "source": [ "# Flatten a synthetic curved page" ] }, { "cell_type": "code", "execution_count": 1, "id": "29a194a1", "metadata": { "execution": { "iopub.execute_input": "2026-11-01T08:16:16.121195Z", "iopub.status.busy": "2026-11-01T08:16:16.121114Z", "iopub.status.idle": "2026-11-01T08:16:16.649131Z", "shell.execute_reply": "2026-11-01T08:16:16.648617Z" }, "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Input and candidate dimensions: (1120, 920, 3) (1120, 920, 3)\n" ] } ], "source": [ "import cv2\n", "from occular.unwarp_uvdoc import UVDocUnwarper\n", "\n", "image = cv2.imread(\"curved.png\")\n", "flat = UVDocUnwarper(model_id=\"Shivin11/occular-uvdoc\").unwarp(image)\n", "print(\"Input and candidate dimensions:\", image.shape, flat.shape)" ] }, { "cell_type": "code", "execution_count": 2, "id": "2fa9af5d", "metadata": { "execution": { "iopub.execute_input": "2026-11-01T08:16:16.650061Z", "iopub.status.busy": "2026-11-01T08:16:16.649922Z", "iopub.status.idle": "2026-11-01T08:16:16.959476Z", "shell.execute_reply": "2026-11-01T08:16:16.959106Z" }, "scrolled": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "fig, axes = plt.subplots(2, 1, figsize=(8, 7))\n", "axes[0].imshow(cv2.cvtColor(image, cv2.COLOR_BGR2RGB))\n", "axes[0].set_title(\"Synthetic curved input — upper part\")\n", "axes[1].imshow(cv2.cvtColor(flat, cv2.COLOR_BGR2RGB))\n", "axes[1].set_title(\"Actual UVDoc candidate — upper part\")\n", "for ax in axes:\n", " ax.set_ylim(450, 0)\n", " ax.axis(\"off\")\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 3, "id": "12da309f", "metadata": { "execution": { "iopub.execute_input": "2026-11-01T08:16:16.960711Z", "iopub.status.busy": "2026-11-01T08:16:16.960451Z", "iopub.status.idle": "2026-11-01T08:16:26.169524Z", "shell.execute_reply": "2026-11-01T08:16:26.169218Z" }, "scrolled": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Loaded DBNet detector (CPU, threads=8)\n", "Loaded SVTR recognizer (vocab=185 chars, CPU, threads=8)\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[occular] LM (pure Python): compact_lm.npz (268 MB), unigrams=2010937, alpha=0.5 beta=1.0 beam=100\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Original score: 248.95\n", "Guarded score: 433.13\n", "ORIGINAL — first 3 lines\n", "DOCUMENT PROCESSING NOTES\n", "scanned page may lean edges\n", "skew corrects that small anale\n", "GUARDED — first 3 lines\n", "DOCUMENT PROCESSING NOTES\n", "A scanned page may lean a few degrees.\n", "Deskew corrects that small angle.\n" ] } ], "source": [ "from occular import OCRPipeline, Settings\n", "\n", "original = OCRPipeline(Settings(deskew=False, reading_order=False))\n", "guarded = OCRPipeline(Settings(deskew=False, reading_order=False, unwarp=True))\n", "plain = original.process_image(\"curved.png\")\n", "chosen = guarded.process_image(\"curved.png\")\n", "original_score = sum(len(x[\"text\"]) * x[\"confidence\"] for x in plain)\n", "guarded_score = sum(len(x[\"text\"]) * x[\"confidence\"] for x in chosen)\n", "print(\"Original score:\", round(original_score, 2))\n", "print(\"Guarded score:\", round(guarded_score, 2))\n", "print(\"ORIGINAL — first 3 lines\")\n", "for line in plain[:3]:\n", " print(line[\"text\"])\n", "print(\"GUARDED — first 3 lines\")\n", "for line in chosen[:3]:\n", " print(line[\"text\"])" ] } ], "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 }