{ "cells": [ { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [], "source": [ "from pathlib import Path\n", "import pandas as pd\n", "from matplotlib import pyplot as plt\n", "from configuration import ROOT_DIR\n", "import numpy as np" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "inference_path = ROOT_DIR/\"__inference_comparison\"\n", "inference_path_str = str(inference_path)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# Generate a few images\n", "!python infer.py -e 1004 2003 2005 -o $inference_path_str -t target degraded restored --size \"512,512 256,256 128,128\" --std-dev \"40,40\" -n 1\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "!python infer.py -e 1004 2003 2005 -o $inference_path_str -t metrics --size \"512,512 256,256 128,128\" --std-dev \"1,1 5,5 10,10 20,20 30,30 40,40 50,50 80,80\" -n 5\n", "# Note ! we could call python directly instead of using command line" ] }, { "cell_type": "code", "execution_count": 118, "metadata": {}, "outputs": [], "source": [ "def snr_to_sigma(snr):\n", " return 10**(-snr/20.)*255.\n", "def sigma_to_snr(sigma):\n", " return -20.*np.log10(sigma/255.)\n", "\n", "def plot_results(selected_paths, title=None, diff=True):\n", " # plt.figure(figsize=(10, 10))\n", " fig, ax = plt.subplots(layout='constrained', figsize=(10, 10))\n", " for selected_path, selected_regex in selected_paths:\n", " selected_path = Path(selected_path)\n", " assert selected_path.exists()\n", " results_path = sorted(list(selected_path.glob(selected_regex)))\n", " stats = []\n", " for result_path in results_path:\n", " df = pd.read_csv(result_path)\n", " in_psnr = df[\"in_PSNR\"].mean()\n", " out_psnr = df[\"out_PSNR\"].mean()\n", " stats.append({\n", " \"in_psnr\": in_psnr,\n", " \"out_psnr\": out_psnr,\n", " })\n", " label = selected_path.name + \" \" + df[\"size\"][0]\n", " stats_array = pd.DataFrame(stats)\n", " x_data = stats_array[\"in_psnr\"].copy()\n", " x_data = snr_to_sigma(x_data)\n", "\n", " ax.plot(\n", " x_data,\n", " stats_array[\"out_psnr\"]-stats_array[\"in_psnr\"] if diff else stats_array[\"out_psnr\"],\n", " \"-o\",\n", " label=label\n", " )\n", " # label=selected_path.name)\n", " if not diff:\n", " neutral_sigma = np.linspace(1, 80, 80)\n", " ax.plot(neutral_sigma, sigma_to_snr(neutral_sigma), \"k--\", alpha=0.1, label=\"Neutral\")\n", " secax = ax.secondary_xaxis('top', functions=(sigma_to_snr, snr_to_sigma))\n", " secax.set_xlabel('PSNR [db]')\n", " \n", " ax.set_xlabel(\"sigma 255\")\n", " ax.set_ylabel(\"PSNR improvement\" if diff else \"PSNR out\")\n", " plt.xlim(1., 50.)\n", " if diff:\n", " plt.ylim(0, 15)\n", " if title is not None:\n", " plt.title(title)\n", " plt.legend()\n", " plt.grid()\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 119, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "selected_paths = [\n", " (inference_path/\"1004_Vanilla denoise only - ds=1 - noisy 0-50\", \"*0128*.csv\"), \n", " (inference_path/\"2005_NAFNet TresLight denoise 0-50 gpu dl - 128x128\", \"*0128*.csv\"),\n", " (inference_path/\"2003_NAFNet denoise 0-50 gpu dl - 128x128\", \"*0128*.csv\"),\n", "]\n", "plot_results(selected_paths, title=\"Image 128x128\", diff=False)\n" ] }, { "cell_type": "code", "execution_count": 120, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "selected_paths = [\n", " (inference_path/\"1004_Vanilla denoise only - ds=1 - noisy 0-50\", \"*0128*.csv\"), \n", " (inference_path/\"2005_NAFNet TresLight denoise 0-50 gpu dl - 128x128\", \"*0128*.csv\"),\n", " (inference_path/\"2003_NAFNet denoise 0-50 gpu dl - 128x128\", \"*0128*.csv\"),\n", "]\n", "plot_results(selected_paths, title=\"Image 128x128\", diff=True)\n" ] }, { "cell_type": "code", "execution_count": 122, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "selected_paths = [\n", " (inference_path/\"1004_Vanilla denoise only - ds=1 - noisy 0-50\", \"*0512*.csv\"),\n", " (inference_path/\"2005_NAFNet TresLight denoise 0-50 gpu dl - 128x128\",\"*0512*.csv\"),\n", " (inference_path/\"2003_NAFNet denoise 0-50 gpu dl - 128x128\",\"*0512*.csv\"),\n", "]\n", "plot_results(selected_paths, title=\"Image 512x512\", diff=True)\n" ] }, { "cell_type": "code", "execution_count": 123, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "selected_paths = [\n", "\n", " (inference_path/\"2003_NAFNet denoise 0-50 gpu dl - 128x128\", \"*0128*.csv\"),\n", " (inference_path/\"2003_NAFNet denoise 0-50 gpu dl - 128x128\",\"*0256*.csv\"),\n", " (inference_path/\"2003_NAFNet denoise 0-50 gpu dl - 128x128\",\"*0512*.csv\"),\n", "]\n", "plot_results(selected_paths)" ] }, { "cell_type": "code", "execution_count": 126, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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