{ "cells": [ { "cell_type": "markdown", "id": "d866343e-dc43-44e1-b61d-2ed1c7a82be0", "metadata": {}, "source": [ "# Radiance Field Reconstruction (NeRF-like)\n", "\n", "In this tutorial, we will learn how to implement a 3D scene reconstruction pipeline similar to the one presented in the following work: [ReLU Fields: The Little Non-linearity That Could][1]. This simple [NeRF][2]-like method reconstructs the radiance field of a scene without the use of any neural networks or sparse data structures. It models a scene as a purely emissive volume with a directionally varying emission. The volume density is modeled by interpolated 3D grid values that are passed through a fixed non-linearity (ReLU) to boost sharpness. The view-dependent appearance is represented using spherical harmonics (SH), with coefficients stored on a regular grid. For a given ray, the outgoing radiance is evaluated using ray marching. By differentiating through the ray marching routine, the density and SH coefficients can be fit to a set of reference images. \n", "\n", "This algorithm is simple and surprisingly powerful, and very easy to implement using the built-in functionality of Mitsuba and Dr.Jit.\n", "\n", "
dr.upsample()
][1] routine.\n",
"\n",
"[1]: https://drjit.readthedocs.io/en/latest/reference.html#drjit.upsample"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "4af17b50-c809-472e-a55d-4b1589a5e84a",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Stage 01, feature voxel grids resolution -> 16\n",
"Stage 02, feature voxel grids resolution -> 32\n",
"Stage 03, feature voxel grids resolution -> 64\n",
"Stage 04, feature voxel grids resolution -> 128\n",
" --> iteration 15: error=1.325131\n",
"Done\n"
]
}
],
"source": [
"losses = []\n",
"intermediate_images = []\n",
"\n",
"for stage in range(num_stages):\n",
" print(f\"Stage {stage+1:02d}, feature voxel grids resolution -> {opt['sigmat'].shape[0]}\")\n",
" \n",
" for it in range(num_iterations_per_stage):\n",
" total_loss = 0.0\n",
" images = []\n",
" for sensor_idx in range(sensor_count):\n",
" img = mi.render(scene, params, sensor=sensors[sensor_idx], spp=1, seed=it)\n",
" loss = dr.mean(dr.abs(img - ref_images[sensor_idx]))\n",
" dr.backward(loss)\n",
" total_loss += loss[0]\n",
" \n",
" # Store images at the end of every stage\n",
" if it == num_iterations_per_stage - 1:\n",
" dr.eval(img)\n",
" images.append(img)\n",
" \n",
" losses.append(total_loss)\n",
" opt.step()\n",
"\n",
" if not integrator.use_relu:\n",
" opt['sigmat'] = dr.maximum(opt['sigmat'], 0.0)\n",
" \n",
" params.update(opt)\n",
" print(f\" --> iteration {it+1:02d}: error={total_loss:6f}\", end='\\r')\n",
"\n",
" intermediate_images.append(images)\n",
" \n",
" # Upsample the 3D textures at every stage\n",
" if stage < num_stages - 1: \n",
" new_res = 2 * opt['sigmat'].shape[0]\n",
" new_shape = [new_res, new_res, new_res]\n",
" opt['sigmat'] = dr.upsample(opt['sigmat'], new_shape)\n",
" opt['sh_coeffs'] = dr.upsample(opt['sh_coeffs'], new_shape)\n",
" params.update(opt)\n",
"\n",
"print('')\n",
"print('Done')"
]
},
{
"cell_type": "markdown",
"id": "12bc0be6-04a7-490f-bcc8-105e54f8097c",
"metadata": {},
"source": [
"## Results\n",
"\n",
"We render the final images at higher SPP and display the results at every stages as well as the reference images."
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "74c3bf2f-21f7-4635-8fce-261a70cd5062",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"mitsuba.ad.integrators.RBIntegrator
](https://mitsuba.readthedocs.io/en/latest/src/api_reference.html#mitsuba.ad.integrators.RBIntegrator)\n",
"- [mitsuba.TensorXf
](https://mitsuba.readthedocs.io/en/latest/src/api_reference.html#mitsuba.TensorXf)\n",
"- [mitsuba.Texture3f
](https://mitsuba.readthedocs.io/en/latest/src/api_reference.html#mitsuba.Texture3f)\n",
"- [dr.sh_eval
](https://drjit.readthedocs.io/en/latest/src/api_reference.html#sh_eval)\n",
"- [dr.upsample
](https://drjit.readthedocs.io/en/latest/reference.html#drjit.upsample)"
]
}
],
"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": "3.9.12"
},
"vscode": {
"interpreter": {
"hash": "afd680236861e4ad68138f9ddf1f8bff806918beb77b7f0c16179efa24869fce"
}
}
},
"nbformat": 4,
"nbformat_minor": 5
}