{ "cells": [ { "cell_type": "markdown", "id": "179f6bb1-ef6f-4328-b857-d85740b69b9b", "metadata": {}, "source": [ "# Compare 2 videos with LPIPS, SSIM, PSNR, UVQ and VMAF metrics\n", "\n", "The classic metrics **PSNR** (Peak Signal to Noise Ratio) and **SSIM** (Structural SIMilarity) are implemented in C for improved performance." ] }, { "cell_type": "code", "execution_count": 1, "id": "be964f70-cf5f-4fd5-871e-188f4955e2d6", "metadata": {}, "outputs": [], "source": [ "import pathlib\n", "import subprocess\n", "import tempfile\n", "\n", "import matplotlib.pyplot as plt\n", "\n", "import cutcutcodec" ] }, { "cell_type": "markdown", "id": "c5c31cef-e0e1-4ced-8aa1-8e5e6c3c9b26", "metadata": {}, "source": [ "## Preparing videos to be compared\n", "Here we'll compare the original video with a noisy version." ] }, { "cell_type": "code", "execution_count": 2, "id": "c12f2222-981a-42fd-893c-5d681803c12f", "metadata": {}, "outputs": [], "source": [ "from cutcutcodec.utils import get_project_root\n", "ref_file = get_project_root().parent / \"media\" / \"video\" / \"intro.webm\"\n", "dis_file = pathlib.Path(tempfile.gettempdir()) / \"distorded.mp4\"\n", "\n", "converter = subprocess.run([\"ffmpeg\", \"-y\", \"-i\", ref_file, dis_file], check=True, capture_output=True) # transcode the video" ] }, { "cell_type": "markdown", "id": "389b174f-a419-4254-a194-5719f2d82c90", "metadata": {}, "source": [ "## Simple comparison of 2 videos or images\n", "\n", "* This function takes care of color spaces.\n", "* Image comparisons are always made in yuv, not rgb.\n", "* This function is optimized and parrallelized." ] }, { "cell_type": "code", "execution_count": 3, "id": "bf1a0ad4-5206-4ed5-874d-47285220bcb2", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/rrichard/.pyenv/versions/3.13.2/envs/cutcutcodec/lib/python3.13/site-packages/torchvision/models/_utils.py:208: UserWarning: The parameter 'pretrained' is deprecated since 0.13 and may be removed in the future, please use 'weights' instead.\n", " warnings.warn(\n", "/home/rrichard/.pyenv/versions/3.13.2/envs/cutcutcodec/lib/python3.13/site-packages/torchvision/models/_utils.py:223: UserWarning: Arguments other than a weight enum or `None` for 'weights' are deprecated since 0.13 and may be removed in the future. The current behavior is equivalent to passing `weights=AlexNet_Weights.IMAGENET1K_V1`. You can also use `weights=AlexNet_Weights.DEFAULT` to get the most up-to-date weights.\n", " warnings.warn(msg)\n", "compare: 100%|██████████████████████████████████████████| 294/294 [01:02<00:00, 4.67img/s]\n", "uvq: 100%|████████████████████████████████████████████████| 50/50 [00:34<00:00, 1.43img/s]\n" ] } ], "source": [ "metrics = cutcutcodec.compare(ref_file, dis_file, lpips_alex=True, psnr=True, ssim=True, uvq=True, vmaf=True)" ] }, { "cell_type": "code", "execution_count": 4, "id": "261b4bd5-bebf-4a36-8638-b8991c480ffd", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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", 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.scatter(range(len(metrics[\"lpips_alex\"])), metrics[\"lpips_alex\"])\n", "plt.xlabel(\"frames\")\n", "plt.ylabel(\"lpips\")\n", "plt.show()\n", "\n", "plt.scatter(range(len(metrics[\"psnr\"])), metrics[\"psnr\"])\n", "plt.xlabel(\"frames\")\n", "plt.ylabel(\"psnr (db)\")\n", "plt.show()\n", "\n", "plt.scatter(range(len(metrics[\"ssim\"])), metrics[\"ssim\"])\n", "plt.xlabel(\"frames\")\n", "plt.ylabel(\"ssim\")\n", "plt.show()\n", "\n", "plt.scatter(range(len(metrics[\"uvq\"])), metrics[\"uvq\"])\n", "plt.xlabel(\"frames 200ms\")\n", "plt.ylabel(\"uvq\")\n", "plt.show()\n", "\n", "plt.scatter(range(len(metrics[\"vmaf\"])), metrics[\"vmaf\"])\n", "plt.xlabel(\"frames\")\n", "plt.ylabel(\"vmaf\")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "a45ac754-6dc3-42be-90a4-a76f7a554750", "metadata": {}, "source": [ "## Compare frames manually for greater control\n", "\n", "This makes it possible to specify the hyperparameters specific to each metric." ] }, { "cell_type": "code", "execution_count": 5, "id": "df09e7f6-a67b-4ef0-831c-5ef0122da0c7", "metadata": {}, "outputs": [], "source": [ "ref_frame = cutcutcodec.read(ref_file).out_select(\"video\")[0].snapshot(5.0, (1080, 1920))\n", "ref_frame_numpy = ref_frame.numpy(force=True)\n", "ref_frame.requires_grad = True\n", "dis_frame = cutcutcodec.read(dis_file).out_select(\"video\")[0].snapshot(5.0, (1080, 1920))\n", "dis_frame_numpy = dis_frame.numpy(force=True)\n", "dis_frame.requires_grad = True" ] }, { "cell_type": "markdown", "id": "8e9cd024-a44e-4ece-a9ef-be8ff3a37afb", "metadata": {}, "source": [ "### Compare learned perceptual image patch similarity (LPIPS)\n", "\n", "* This function used the pytorch ``lpips`` module in backend.\n", "* This function is torch differentiable." ] }, { "cell_type": "code", "execution_count": 6, "id": "c155707a-6afb-4d75-b620-0934e1e15705", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/rrichard/.pyenv/versions/3.13.2/envs/cutcutcodec/lib/python3.13/site-packages/torchvision/models/_utils.py:208: UserWarning: The parameter 'pretrained' is deprecated since 0.13 and may be removed in the future, please use 'weights' instead.\n", " warnings.warn(\n", "/home/rrichard/.pyenv/versions/3.13.2/envs/cutcutcodec/lib/python3.13/site-packages/torchvision/models/_utils.py:223: UserWarning: Arguments other than a weight enum or `None` for 'weights' are deprecated since 0.13 and may be removed in the future. The current behavior is equivalent to passing `weights=AlexNet_Weights.IMAGENET1K_V1`. You can also use `weights=AlexNet_Weights.DEFAULT` to get the most up-to-date weights.\n", " warnings.warn(msg)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "0.020773122\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rrichard/.pyenv/versions/3.13.2/envs/cutcutcodec/lib/python3.13/site-packages/torchvision/models/_utils.py:223: UserWarning: Arguments other than a weight enum or `None` for 'weights' are deprecated since 0.13 and may be removed in the future. The current behavior is equivalent to passing `weights=VGG16_Weights.IMAGENET1K_V1`. You can also use `weights=VGG16_Weights.DEFAULT` to get the most up-to-date weights.\n", " warnings.warn(msg)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "0.074869946\n", "tensor(0.0208, grad_fn=)\n" ] } ], "source": [ "print(cutcutcodec.lpips(ref_frame_numpy, dis_frame_numpy, net=\"alex\"))\n", "print(cutcutcodec.lpips(ref_frame_numpy, dis_frame_numpy, net=\"vgg\"))\n", "print(cutcutcodec.lpips(ref_frame, dis_frame))" ] }, { "cell_type": "markdown", "id": "b47f535b-a609-4f8e-a608-06bb6b338fb2", "metadata": {}, "source": [ "### Compare peak signal to noise ratio (PSNR)\n", "\n", "* This function has a C implementation (for cpu and no grad).\n", "* This function is torch differentiable." ] }, { "cell_type": "code", "execution_count": 7, "id": "a5b6edda-83f2-44cf-88f5-d82cd0d0ecbc", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "44.240646\n", "tensor(44.2387, grad_fn=)\n" ] } ], "source": [ "print(cutcutcodec.psnr(ref_frame_numpy, dis_frame_numpy))\n", "print(cutcutcodec.psnr(ref_frame, dis_frame))" ] }, { "cell_type": "markdown", "id": "ed32aa73-1044-4109-95de-5306025f5c66", "metadata": {}, "source": [ "### Compare structural similarity index measure (SSIM)\n", "\n", "* This function has a C implementation (for cpu and no grad).\n", "* This function has a fft implementation (for stride = 1).\n", "* This function is torch differentiable." ] }, { "cell_type": "code", "execution_count": 8, "id": "fed9025f-bfa7-4f31-928e-a8ebf9b64924", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.9906746\n", "tensor(0.9907, grad_fn=)\n", "0.99125826\n" ] } ], "source": [ "print(cutcutcodec.ssim(ref_frame_numpy, dis_frame_numpy))\n", "print(cutcutcodec.ssim(ref_frame, dis_frame))\n", "\n", "print(cutcutcodec.ssim(ref_frame_numpy, dis_frame_numpy, stride=2, sigma=1.2))" ] }, { "cell_type": "markdown", "id": "e70c7e83-bd87-45ab-b500-bf400bb251ac", "metadata": {}, "source": [ "### Compute the unreferenced Universal Video Quality Model (UVQ)\n", "* It is the metric used by Youtube\n", "* It doesn't care the image resolution\n", "* It uses only one frame every 200ms, on slices of 1 second." ] }, { "cell_type": "code", "execution_count": 9, "id": "c5c8ff5e-fd73-49ff-8c49-f0dec6bb26d0", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "3.103020429611206\n", "2.9377589225769043\n" ] } ], "source": [ "print(cutcutcodec.uvq([ref_frame.tolist()]*5))\n", "print(cutcutcodec.uvq([dis_frame.tolist()]*5))" ] }, { "cell_type": "markdown", "id": "6d120622-700c-43d0-86e3-3b537b39cb93", "metadata": {}, "source": [ "### Compare Netflix Video Multi-Method Assessment Fusion (VMAF)\n", "\n", "This function only allows safe interfacing with the vmaf package.\n", "So you need to [install vmaf](https://cutcutcodec.readthedocs.io/latest/developer_guide/installation.html#vamf-optional)." ] }, { "cell_type": "code", "execution_count": 10, "id": "642b36e7-3075-43be-b97d-ec0713ef8e14", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "41.258125\n" ] } ], "source": [ "print(cutcutcodec.vmaf(ref_frame_numpy, dis_frame_numpy))" ] } ], "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": "3.13.2" } }, "nbformat": 4, "nbformat_minor": 5 }