{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%load_ext autoreload\n", "%autoreload 2" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Unproject LUT (LookUp Table) example\n", "\n", "Going from a pixel location to a 3D camera-frame ray (`unproject` / `normalize_points`) usually has no closed form and has to be solved iteratively, which can be too slow for some applications.\n", "\n", "Lensboy lets you precompute these values once on a regular pixel grid and interpolate at runtime, trading a one-time build for fast queries afterwards.\n", "\n", "This notebook builds a LUT from a bundled test calibration, saves it as a directory under `examples/generated/`, reloads it, and uses `compute_lut_error_heatmap` to compare the cached rays against the exact camera model." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "from pathlib import Path\n", "\n", "import lensboy as lb\n", "from lensboy.analysis import compute_lut_error_heatmap, UnprojectLUTErrorHeatmap" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "repo_root = Path(\".\").resolve().parent\n", "data_dir = repo_root / \"data\" / \"test_datasets\"\n", "output_dir = repo_root / \"examples\" / \"generated\"\n", "output_dir.mkdir(parents=True, exist_ok=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Source camera model\n", "\n", "A bundled PinholeSplined calibration is used by default. An OpenCV calibration is also available - uncomment the second line in the cell below to switch." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "PinholeSplined(3088x2064, f=[1355.8, 1355.7], c=[1513.5, 1078.6], knots=30x20, fov=[143.5°, 127.6°])" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model = lb.PinholeSplined.load(data_dir / \"spline.json\")\n", "# model = lb.OpenCV.load(data_dir / \"opencv.json\")\n", "model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Compute the lookup table\n", "\n", "Edit the variables below to control how the LUT is created and used." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "pixel_stride = 32.0" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "lut = model.get_unproject_lut(\n", " pixel_stride=pixel_stride,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Save the lookup-table to disk" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saved to examples/generated/spline_stride_32.lut\n" ] } ], "source": [ "lut_filename = (\n", " f\"spline_stride_{int(pixel_stride) if pixel_stride is not None else 'full'}.lut\"\n", ")\n", "lut_dir = output_dir / lut_filename\n", "lut.save(lut_dir)\n", "print(f\"Saved to {lut_dir.relative_to(repo_root)}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load the lookup-table from disk" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Grid size: 98 x 66\n" ] } ], "source": [ "loaded = lb.UnprojectLUT.load(lut_dir)\n", "\n", "print(f\"Grid size: {loaded.grid_width} x {loaded.grid_height}\")" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "interpolation_mode = \"bicubic\" # \"nearest\", \"bilinear\", or \"bicubic\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Error heatmap\n", "\n", "Per-cell maximum angular error for the chosen interpolation mode in milli degrees.\n", "\n", "The cyan arrows show the direction of the local peak x/y interpolation error within each sampled cell." ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Computed heatmap in 0.01 seconds\n", "Saved heatmap in 0.02 seconds\n", "Loaded heatmap in 0.00 seconds\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Plotted heatmap in 0.09 seconds\n" ] } ], "source": [ "from timeit import default_timer\n", "heatmap_filename = (\n", " f\"spline_stride_{int(pixel_stride)}\"\n", " f\"_{interpolation_mode}_error_heatmap.npz\"\n", ")\n", "heatmap_path = output_dir / heatmap_filename\n", "\n", "start_time = default_timer()\n", "heatmap = compute_lut_error_heatmap(\n", " loaded, model, interpolation=interpolation_mode,\n", ")\n", "end_time = default_timer()\n", "print(f\"Computed heatmap in {end_time - start_time:.2f} seconds\")\n", "\n", "start_time = default_timer()\n", "heatmap.save(heatmap_path)\n", "end_time = default_timer()\n", "print(f\"Saved heatmap in {end_time - start_time:.2f} seconds\")\n", "\n", "\n", "start_time = default_timer()\n", "loaded_heatmap = UnprojectLUTErrorHeatmap.load(heatmap_path)\n", "end_time = default_timer()\n", "print(f\"Loaded heatmap in {end_time - start_time:.2f} seconds\")\n", "\n", "start_time = default_timer()\n", "heatmap.plot(\n", " angular_unit=\"mdeg\",\n", " figsize=(7.8, 5.3),\n", " arrow_scale=0.5,\n", " constant_arrow_length=True,\n", " vmax=1.0,\n", "\n", ")\n", "end_time = default_timer()\n", "print(f\"Plotted heatmap in {end_time - start_time:.2f} seconds\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## C++ runtime\n", "\n", "The same LUT directory can be loaded from the standalone runtime in `cpp_runtime/`. Copy the contents of that directory into your project and use it like so:\n", "\n", "```cpp\n", "#include \"unproject_lut.hpp\"\n", "\n", "auto lut = lensboy::UnprojectLUT::load(\"camera_lut/\");\n", "auto result = lut.query(1280.0, 720.0); // bicubic, unit-length ray\n", "\n", "if (result.valid) {\n", " do_stuff(result.ray);\n", "}\n", "```\n", "\n", "See [docs/unproject_lut.md](../docs/unproject_lut.md) for the full C++ API (interpolation modes, ray-convention switch, file format)." ] } ], "metadata": { "kernelspec": { "display_name": "camcal", "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": "3.14.0" } }, "nbformat": 4, "nbformat_minor": 4 }