{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# BrightnessContrast Example" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This example demonstrates usage of brightness_contrast operator.\n", "\n", "## Brighness and Contrast Adjustment\n", "\n", "Brithness and contrast can be adjusted using three parameters:\n", "contrast - makes the dark parts darker and bright parts brighter while keeping the gray (at half dynamic range of the input type) constant,\n", "\n", "brightness - multiplies the intensities,\n", "\n", "brightness_shift - shifts the pixel intensities.\n", "\n", "The formula is given as:\n", "\n", "$$\n", "Out = brightness\\_shift \\cdot {Max}_{out} + brighness \\cdot ({contrast\\_center} + {contrast} \\cdot ({in} - {contrast\\_center}))\n", "$$\n", "\n", "\n", "where ${contrast\\_center}$ denotes a value that is unaffected by contrast changes; by default, it's at half of the input's dynamic range (e.g. 128 for uint8) and ${Max}_{out}$ is the maximum positive value of the output type, for integer types, or 1 for floating point) - but it can also be specified as an argument for the operator.\n", "The operator can be used to adjust contrast and brighness as well as to compute negative images (brightness = -1, brighness_shift = 1).\n", "\n", "\n", "## Step-by-Step Guide\n", "1. Let's start from importing necessary modules (and DALI itself).\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from nvidia.dali import pipeline_def\n", "import nvidia.dali.fn as fn \n", "import nvidia.dali.types as types\n", "import matplotlib.pyplot as plt\n", "\n", "batch_size = 10\n", "image_filename = \"../data/images\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The batch_size is bigger than one to make it easier to switch images at the end of the example.\n", "\n", "2. Next, let's implement the pipelines. We've presented 2 versions of a pipeline. The CPU one does all the processing (i.e. reading file, decoding it and brightness/contrast manipulation) on the CPU, while the other pipeline conducts these operations on the GPU." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "@pipeline_def()\n", "def bc_cpu_pipeline():\n", " files, labels = fn.readers.file(file_root=image_filename)\n", " images = fn.decoders.image(files)\n", " converted = fn.brightness_contrast(images, \n", " brightness_shift=0.3,\n", " contrast=0.4,\n", " contrast_center=100)\n", " return images, converted\n", "\n", "\n", "@pipeline_def()\n", "def bc_gpu_pipeline():\n", " files, labels = fn.readers.file(file_root=image_filename)\n", " images = fn.decoders.image(files, device='mixed')\n", " converted = fn.brightness_contrast(images,\n", " contrast=1.5, # increase contrast\n", " brightness_shift = 1, # invert...\n", " brightness=-1) # ...colors\n", " return images, converted\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The function below is used to actually display result of manipulation. Since the pipelines we set up return 2 outputs: modified image and original image, the function aquires both of them from the output and displays them. Additional flag (cpu) is specified, to determine, whether the pipeline output comes from CPU or GPU. In the latter case, we have to tell the output, to return a CPU-accessible copy of the data." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "def display(output, cpu=True):\n", " i = 2 # Tweak that to have various images from batch\n", " img1 = output[0].at(i) if cpu else output[0].as_cpu().at(i)\n", " img2 = output[1].at(i) if cpu else output[1].as_cpu().at(i)\n", " fig, ax = plt.subplots(1,2)\n", " ax[0].imshow(img1);\n", " ax[1].imshow(img2);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "3. Now let's just build the pipelines, run them and display the results. First the GPU one:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "pipe_gpu = bc_gpu_pipeline(batch_size=batch_size, num_threads=1, device_id=0)\n", "pipe_gpu.build() \n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "gpu_output = pipe_gpu.run()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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