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AstroVision working for instant-ngp #3434

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AstroVision working for instant-ngp #3434

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3cf4eb4
AstroVision working for instant-ngp
travisdriver Sep 17, 2024
5d62aa0
Cleanup
travisdriver Sep 17, 2024
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75 changes: 75 additions & 0 deletions compute_metrics.ipynb
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Original file line number Diff line number Diff line change
@@ -0,0 +1,75 @@
{
"cells": [
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from PIL import Image\n",
"\n",
"\n",
"plt.rcParams\n",
"\n",
"\n",
"RENDER_ROOT = \"/home/tdriver6/Documents/nerfstudio/renders/train/rgb\"\n",
"GT_ROOT = \"/home/tdriver6/Documents/nerfstudio/data/nerfstudio/aspct_ahunamons/images\"\n",
"\n",
"render_paths = os.listdir(RENDER_ROOT)\n",
"psnrs = []\n",
"for pth in render_paths:\n",
" if not pth.endswith(\".png\"):\n",
" continue\n",
" print(os.path.join(RENDER_ROOT, pth))\n",
" rend = np.asarray(Image.open(os.path.join(RENDER_ROOT, pth)).convert(\"L\"))\n",
" gt = np.asarray(Image.open(os.path.join(GT_ROOT, pth)).convert(\"L\"))\n",
"\n",
" plt.imshow((gt - rend) ** 2, cmap=\"jet\")\n",
" plt.colorbar()\n",
" plt.show()\n",
"\n",
" plt.imshow(rend, cmap=\"gray\")\n",
" plt.colorbar()\n",
" plt.show()\n",
"\n",
"\n",
" mse = np.mean((gt - rend) ** 2)\n",
" psnrs.append(10 * np.log10(gt.max() ** 2 / mse))\n",
" print(psnrs[-1])\n",
"\n",
"print(\"Mean PSNR: %.2f\" % np.mean(psnrs))\n"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3.8.19 ('nerfstudio')",
"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": "3.8.19"
},
"orig_nbformat": 4,
"vscode": {
"interpreter": {
"hash": "d1bb290f7ef6eb618af297cbac6e2293d0f49bb9d3bac6de88ea6e7f4e095596"
}
}
},
"nbformat": 4,
"nbformat_minor": 2
}
3 changes: 2 additions & 1 deletion nerfstudio/configs/dataparser_configs.py
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Original file line number Diff line number Diff line change
Expand Up @@ -19,8 +19,8 @@
from typing import TYPE_CHECKING

import tyro

from nerfstudio.data.dataparsers.arkitscenes_dataparser import ARKitScenesDataParserConfig
from nerfstudio.data.dataparsers.astrovision_dataparser import AstroVisionDataParserConfig
from nerfstudio.data.dataparsers.base_dataparser import DataParserConfig
from nerfstudio.data.dataparsers.blender_dataparser import BlenderDataParserConfig
from nerfstudio.data.dataparsers.colmap_dataparser import ColmapDataParserConfig
Expand All @@ -40,6 +40,7 @@

dataparsers = {
"nerfstudio-data": NerfstudioDataParserConfig(),
"astrovision-data": AstroVisionDataParserConfig(),
"minimal-parser": MinimalDataParserConfig(),
"arkit-data": ARKitScenesDataParserConfig(),
"blender-data": BlenderDataParserConfig(),
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