{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Removing bias enables generalization\n", "\n", "In this notebook, we examine generalization of denoising performance to noise levels beyond those used during training. We compare generalization capabilities of a given model (e.g. DnCNN), and its bias free version (e.g. BF_DnCNN). We show that performance of the two models is similar within the training range, but that the bias-free network is substantially better outside the training range.\n" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib\n", "import matplotlib.pylab as plt\n", "import torch\n", "import torch.nn as nn\n", "\n", "import os\n", "import sys \n", "\n", "from utils import *\n", "\n", "\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "# Paths for data, pretrained models, and precomputed performance measures\n", "pretrained_base = './pretrained/'\n", "precomputed_base = './precomputed/'\n", "data_base = 'data/'\n", "\n", "# Datasets available in the data folder\n", "train_folder_path = os.path.join(data_base, 'Train400/')\n", "test_folder_path = os.path.join(data_base, 'Test/Set68/')\n", "set12_path = os.path.join(data_base, 'Test/Set12/')\n", "kodak_path = os.path.join(data_base, 'Test/Kodak23/') " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Choose a model \n", "\n", "Both the original model, and its bias-free counterpart, will be loaded. You can train and use any other model using the train script provided in the repository. " ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "# Choose a model to load (options are: 'dncnn', 'unet', 'rcnn', 'sdensenet')\n", "model = 'dncnn' \n", "\n", "# Select the range of training noise levels (stdev, relative to intensity range [0,255]). \n", "# Pre-computed options are 0-10, 0-30, 0-55, 0-100.\n", "min_noise = 0 # lower bound of training range \n", "max_noise = 10 # upper bound of training range " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Display a randomly selected set of 4 noisy images used during training of this model \n" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, axs = plt.subplots(1,4, figsize = (15,4), squeeze=True)\n", "f.suptitle(r'Example noisy training images for model, $\\sigma \\in$ [' + str(min_noise) +', '+ str(max_noise) +']', fontname= 'Times New Roman', fontsize = 20)\n", "f.text(.5, .05, ' Image intensities range from 0 to 255',ha='center', fontname= 'Times New Roman', fontsize = 15)\n", "for i in range(4): \n", " tr_im_n = np.random.randint(0,len(os.listdir(train_folder_path)))\n", " tr_im = single_image_loader(train_folder_path, tr_im_n)\n", " tr_dim1, tr_dim2 = tr_im.shape\n", " tr_noisy, _ = add_noise2(tr_im.reshape(1,tr_dim1,tr_dim2), [min_noise,max_noise], 'B') \n", " tr_noisy = tr_noisy.reshape(tr_dim1,tr_dim2)\n", " axs[i].imshow(tr_noisy, 'gray', vmin= 0, vmax = 1)\n", " axs[i].axis('off');" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "# Load pre-trained models\n", "CNN = load_model(os.path.join(pretrained_base, model, 'bias', str(min_noise)+'-'+str(max_noise)+'.pt'))\n", "BF_CNN = load_model(os.path.join(pretrained_base, model, 'bias_free', str(min_noise)+'-'+str(max_noise)+'.pt'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Performance comparison on a single image " ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Denoise a noisy image (specify image by image_num, noise stdev by noise_level)\n", "display_denoising(CNN, BF_CNN, set12_path, l = min_noise, h = max_noise, model = model,\n", " image_num = 6, noise_level = 90);\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Performance comparison over many images\n", "\n", "The following plots show output quality as a function of input quality for the CNN and BF_CNN models. The vertical blue band indicates the training range. Quality values are expressed using PSNR (left) and SSIM (right), and are pre-computed. If you want to re-compute these (for example, on another dataset, or for a new model), set USE_PRECOMPUTED_METRICS to False (note: this may be SLOW on a CPU). \n" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "USE_PRECOMPUTED_METRICS = True\n", "\n", "# specify model and training range [min_noise max_noise]. \n", "compute_and_plot_performance_plot(model, min_noise, max_noise, pretrained_base,precomputed_base, USE_PRECOMPUTED_METRICS)\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.6.8" } }, "nbformat": 4, "nbformat_minor": 2 }