{ "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": 10,
"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=1.325112\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": 11,
"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.eval
](https://drjit.readthedocs.io/en/latest/reference.html#drjit.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
}