Machine Learning Engineer and 2x Kaggle Master, Click here to download the source code to this post, read more about nearest neighbor interpolation here, I suggest you refer to my full catalog of books and courses, Face Recognition with Local Binary Patterns (LBPs) and OpenCV, Face detection tips, suggestions, and best practices, Deep Learning for Computer Vision with Python. Referring to my code documentation comment on the preceding lines, I simply explain that were ensuring that the sunglasses cover each entire eye rather than just reaching the point at which the eye center is. Not the answer you're looking for? 3)How to take these two regions and compute the rotation angle between the eyes. We all need a good laugh every now and then. I am really thankful to you because before, i didnt find any proper platform for learning basics and more than that of computer vision. Finally, lets wrap up todays tutorial on creating GIFs with OpenCV with a good-hearted meme. Step 2: Create a list after we enter the values of the circle. This is handled on Lines 178 and 179 where we take advantage of NumPys linspace function effortlessly. If you have a png with transparency, you can use the below (removes need for separate transparency file). To finish the overlay process we need to apply alpha blending: This implementation of alpha blending is also covered on the LearnOpenCV blog. Dlib will be utilized for detecting facial landmarks, enabling us to find the two eyes of a face and lower the sunglasses on top of them. Asking for help, clarification, or responding to other answers. Youll then combine all of these techniques to build a meme generator with OpenCV! Note: Notice that we are using nearest neighbor interpolation when resizing the mask. Deal with it or just read the rest of the blog post for the answer. All configuration parameters well need for this project are contained inside. Ready to optimize your JavaScript with Rust? read more about nearest neighbor interpolation here, Used as a response or retort to someone being disapproving of something you did/said, Involving putting on sunglasses as you walk away, leaving them to deal with it, Grab the last image path since it will have a separate delay (, Assemble the command string with command line arguments and then instruct the operating system to execute, Determine the face detection with the largest probability and check versus the confidence threshold (, Extract the bounding box coordinates of the face (. Glancing at Lines 189 and 190, you might be thinking, WTH?. computer vision skills that are used in the real world. Some of my favorite all-time memes include: But for me personally, none of these memes compare to the Deal With It meme (an example of which is at the top of this post), normally: A few years ago I saw a lighthearted blog post from an author I now cannot remember on how to generate these memes with computer vision. Link for moviepy . did anything serious ever run on the speccy? Access on mobile, laptop, desktop, etc. And now we just need to output each frame to disk followed by creating our GIF: Once all frames have been generated, we call our. We are going to create animated GIFs with OpenCV, dlib, and the ImageMagick toolbox. Learn more. Open up a new file, name it create_gif.py , and insert the following code: On Lines 2-12 we import our necessary packages. The sunglasses are correctly lowered down across my face. This tutorial will show you how to create animated GIF files using OpenCV, Python, and ImageMagick. Im really happy you enjoyed the tutorial and found it helpful . Access to centralized code repos for all 500+ tutorials on PyImageSearch In todays tutorial, you learned how to create GIFs using OpenCV. Last week I couldnt find the tutorial anywhere, so, as a blogger, computer vision expert, and meme connoisseur, I decided to create my own! Im sure Windows readers will be very appreciative , Thanks a lot, James. WebWant to learn how to create fun GIFs in Adobe Photoshop? If you're serious about learning computer vision, your next stop should be PyImageSearch University, the most comprehensive computer vision, deep learning, and OpenCV course online today. Do you have a need to draw polygons, lines, and other shapes? if you're happy with imagemagic (it also sounds, you're not trying to do any computer-vision at all) -- stick with that. Books that explain fundamental chess concepts. All of this is handled by ImageMagick were simply wrapping the command line convert command with a function that dynamically handles different parameters. Some of my favorite all-time In this blog, we will learn how to create gif from videos using OpenCV and imageio library. To install imageio library, simply do pip install imageio. So, lets get started. Read the frames one by one using the cap.read () method Convert each frame to RGB. This is required because imageio accepts images in RGB format. Some of my favorite all-time memes include: But for me personally, none of these memes compare to the Deal With It meme (an example of which is at the top of this post), normally: A few years ago I saw a lighthearted blog post from an author I now cannot remember on how to generate these memes with computer vision. Get the Code! sg = cv2.imread(config[sunglasses], -1), b, g, r, a = cv2.split(sg) Later in this script, well be extracting just the eye regions. WebYou need to code the methods decode_gif and encode_gif in the example code below. And perhaps the best way to find LOLs is from memes. //lib headers. Finally, well take a look at the results of our OpenCV GIF creator by building a meme generator for the popular Deal With It meme. Approximately six years ago my dad and I adopted the family beagle, Jemma. The facial landmark predictor, on the other hand, will enable us to localize structures of the face, such as eyes, eyebrows, nose, mouth, and jawline: Figure 8: Shown on my face are overlays of the facial landmarks detected by dlib. Retrieve the coordinates of the bounding box around the face. Yes, I have. Deal with it. Open the video file using cv2.VideoCapture() Read the frames one by one using the cap.read() method; Convert each frame to RGB. When would I give a checkpoint to my D&D party that they can return to if they die? Good tutorial! In fact using python-opencv to convert images into video is very simple. import cv2images = []#list of cv2 image objvideo = cv2.VideoWriter("test.avi", cv2.VideoWriter_fourcc(*'XVID'), 24, (1200,800))for image in images:video.write(image) The main function is cv2.VideoWriter. It accept four basic parameters: Notice that were using the rotate_bound function. AFAIK there is a licence restriction on using gif format.it is not supported by OpenCV. No problem. Each frame, in turn, will show the sunglasses progressively getting closer to the face until they cover the eyes. Five or six years ago my now wife and I visited EPCOT Center in Walt Disney World in Orlando, FL. In todays blog post, we are going to create animated GIFs with OpenCV, dlib, and the ImageMagick toolbox. Animated-GIF processing using OpenCV. What does it mean? No problem. In this part, main function is image.save(), in pillow, when save an image into gif format, it will convert image from basic format(like RGB) into palette format(P), then the Unfortunately, it rained the entire time we in FL and the weather barely exceeded 50F degrees. In addition to the included example, you might check out this project that uses it to create gif screen grabs on OSX: https://github.com/bakercp/ofxofxAddonsThumbnailGenerator. Then you just need to upgrade the imutils package: In todays tutorial, you learned how to create GIFs using OpenCV. Have multiple images youd like to turn into PDF slides? In the case you set WITH_GDAL flag to true in CMake and IMREAD_LOAD_GDAL to load the image, then Pre-configured Jupyter Notebooks in Google Colab Inside PyImageSearch University you'll find: Click here to join PyImageSearch University. Notice that were using the rotate_bound function. From there well review the project/directory structure for our OpenCV GIF creator. The temporary folder will hold each individual frame in the GIF. And perhaps the best way to find LOLs is from memes. To review, open the file in an editor that reveals hidden Unicode characters. If nothing happens, download GitHub Desktop and try again. opencv + openframeworks + codeblocks + win7, Analyse pre-recorded video with OpenCV in iOS, OpenFrameworks, with OpenCV, VS2013 setup, Filling blobs in OpenCV (OpenFrameworks) with images or video. The patent has now expired, and GIF may be freely used. Asked: This Notebook has been released under the Apache 2.0 open source license. Trisha took the following photo of me outside of the Canadian gardens at Epcot she says I look like I vampire with my pale skin, dark clothes, and hood up, in contrast to the lush gardens behind me: Trisha decided to post the photo on social media later that evening I was left to deal with it. Used as a response or retort to someone being disapproving of something you did/said, Involving putting on sunglasses as you walk away, leaving them to deal with it, Grab the last image path since it will have a separate delay (, Assemble the command string with command line arguments and then instruct the operating system to execute, Determine the face detection with the largest probability and check versus the confidence threshold (, Extract the bounding box coordinates of the face (. ofxGifFrame is a struct within the ofxGifEncoder header. 64+ hours of on-demand video But first, we need to convert the mask to grayscale and binarize it (Lines 170 and 171) since masks are always binary. Typically we always draw frames with openCV but is it possible to draw squiggles/custom or other unconventional (non-square) shapes ? How could my characters be tricked into thinking they are on Mars? WebCreating-GIFs-with-OpenCV/create_gif.py /Jump to. In this tutorial, you will learn how to create animated GIFs using OpenCV, Python, and ImageMagick. Make sure you use the Downloads section of this blog post to download the source code, example images, and deep learning models. Did neanderthals need vitamin C from the diet? Select the path of the last image, which will be a separate delay. overlay_image Function alpha_blend Function create_gif Function. In case there are any remnants from a previous run of the script, we remove the temporary directory from disk and then recreate an empty temporary directory (Lines 96 and 97). history Version 1 of 1. Lines 2 and 3 are OpenCVs deep learning face detectormodel files. And now we just need to output each frame to disk followed by creating our GIF: On Lines 222-224 we write the loops output frame to disk. Fantastic post, as usual, Adrian. Why? So, lets get started. To download the source code to todays post, and be notified when future tutorials are published here on PyImageSearch, just enter your email address in the form below! Laughing can be the best medice to deal with it 8D. Referring to my code documentation comment on the preceding lines, I simply explain that were ensuring that the sunglasses cover each entire eye rather than just reaching the point at which the eye center is. Deal with it, Nice one!!! original) and save it as a GIF. You can install imutils on your system or virtual environment by using pip: Due to the number of configurable parameters, I decided to create a JSON configuration file (1) making it easier to edit parameters, and (2) requiring fewer command line arguments. sign in In order to build our meme generator, we leveraged computer vision and deep learning in a number of practical ways, including: Finally, we took our set of generated images and then created an animated GIF using OpenCV and ImageMagick. 1)How to perform deep learning-based face detection. Help us identify new roles for community members, Proposing a Community-Specific Closure Reason for non-English content. # processing # generative # p5 # adam ferriss # computer vision. Looking for the source code to this post? But I was wondering is there any other method, or code that I can do in OpenCV so that I could create a GIF from consecutive images or video (mov) files ? Connect and share knowledge within a single location that is structured and easy to search. Now that our script has the required packages at our disposal, lets define the. Continue exploring. I simply did not have the time to moderate and respond to them all, and the sheer volume of requests was taking a toll on me. Well start with the JSON configuration file first and from there move into the Python script. In todays blog post, we are going to create animated GIFs with OpenCV, dlib, and the ImageMagick toolbox. Deal with it. # the simpsons # bart simpson # episode 4 # season 14 # milhouse van houten. Taking advantage of our overlay_image function, we generate our output frame on Lines 194 and 195. The rest of the above code block loads both the image and mask and then proceeds to perform alpha blending in order to generate the final frame output. The facial landmark predictor, on the other hand, will enable us to localize structures of the face, such as eyes, eyebrows, nose, mouth, and jawline: Later in this script, well be extracting just the eye regions. To subscribe to this RSS feed, copy and paste this URL into your RSS reader. What is an undefined reference/unresolved external symbol error and how do I fix it? see also. Figure 4: Are you wondering WTH this sunglasses mask is for? Localization of the eyes and the calculation of their centers. C++11 introduced a standardized memory model. Thanks for contributing an answer to Stack Overflow! Here you can see a GIF created with OpenCV and ImageMagick showing that: Many of you know that Im a huge Jurassic Park nerd and often include Jurassic Park references inside my books, courses, and tutorials. Our final output frame is a special case as it as theDEAL WITH IT text which well draw on by the frame by means of another masking operation: If were on the last step (Line 199), we need to overlay our DEAL WITH IT image (Figure 5) this is again a special case. Once enough motion is detected, begin sending the. Join me in computer vision mastery. To learn how to generate GIFs and memes with OpenCV, just keep reading! No attached data sources. In an 8-bit image, a single pixel can have 256 multiplied by 256 multiplied by 255 different colors. Now lets load OpenCVs deep learning face detector into memory: To load OpenCVs deep learning face detector, we call. Debian/Ubuntu - Is there a man page listing all the version codenames/numbers? There is also a faster dlib 5-point landmark detector that now works with imutils as well. opencv_traincascade with same size negatives (as positives) phase correlation for image registration(image stitching) Does OpenCV provide Connected Thanks a lot! Not the answer you're looking for? Lets load the config file as well as our sunglasses + associated mask: Here we load the configuration file (which can be accessed like a Python dictionary from here forward) on Line 89. Notably, well be using imutils, dlib, and OpenCV. # include . Then well perform the actual alpha blending (Lines 51 and 52). The abbreviation GIF stands for Graphic Interchange Format, it is a particular type of image that contains animations. has become very popular because it requires little memory and allows you to show a very short video. You will learn how to do this using a camera or from a video. To do this you will only need two libraries and a few lines of code. 8.7s. How can I fix it? I was stuck and this info helped me . Should I give a brutally honest feedback on course evaluations? Lets extract the face and calculate facial landmarks: To extract the face and find facial landmarks, we: Given the coordinates of the eyes we can calculate where and how the sunglasses need to be placed: First, we compute the center of each eye then calculate the angle between the eye centroids (Lines 145-151), just as if we were performing face alignment. Line 4 is the path to dlibs facial landmark predictor. We put together a command with command line arguments, and then instruct the operating system to. Dont think shes a cute puppy? ## Read the gif from disk to `RGB`s using `imageio.miread` gif = imageio.mimread(fname) nums = len(gif) print(Total {} frames in the gif!.format(nums)) Source: https://habr.com/ru/post/429024/More articles:Volvo and Baidu will develop unmanned vehicles togetherWhy is the new design of Gmail so slow?Win Virtualization Software for Mac OSWhat is fluent-setterGridGain on Highload: where to talk about distributed DBMS, In-Memory and open sourceA set of flags, icons for the site"Log Machine" makes free logos for commentsSplunk Essentials for the Financial Services Industry App, or how Splunk enters the finance analytics marketSome stories about underground programmersTrust Me, I know what I'm doing: independent adaptation of the modular robot to the task environmentAll Articles Here you can see tiny Jemma puppy sitting on my shoulder: Dont think shes a cute puppy? Please We decided to take the trip to get away from the harsh Connecticut winters we were in desperate need of sunlight. To install these dependencies see thePrerequisites and dependencies section above. WebCreating-GIFs-with-OpenCV / create_gif.py / Jump to. Hi, Adrian. Do you think learning computer vision and deep learning has to be time-consuming, overwhelming, and complicated? I dont know how to put it together. I determined the percentage values to calculate both the x-shift and y-shift on Lines 189 and 190 empirically. I determined the percentage values to calculate both the x-shift and y-shift on Lines 189 and 190empirically. //std headers. Making statements based on opinion; back them up with references or personal experience. 0. Image Processing: Algorithm Improvement for 'Coca-Cola Can' Recognition, Error in opencv code for motion detection, compiler error - opencv2/highgui.hpp: No such file or directory, OpenCV not working properly with python on Linux with anaconda. python file The dnn module is only accessible in OpenCV 3.3 or later. This is because our mask should only have two values (0 and 255). And finally, well add the foreground and background to obtain our output which we then return to the calling function (Lines 56-59). Work fast with our official CLI. Why is the federal judiciary of the United States divided into circuits? Youll then combine all of these techniques to build a meme generator with OpenCV! OnLines 2-12 we import our necessary packages. WebNote that in the C++ snippet, you first created a matrix for the image, then used the imread() function to read it. While I love hearing from readers, a couple years ago I made the tough decision to no longer offer 1:1 help over blog post comments. 2018-05-17 13:00:27 -0500, no, you can neither read or write gif files from opencv (still a license problem). Connect and share knowledge within a single location that is structured and easy to search. 1 input and 0 output. Five or six years ago my now wife and I visited EPCOT Center in Walt Disney World in Orlando, FL. Why is apparent power not measured in Watts? To achieve this, you'll need to implement a few parts: A video grabber input with ofVideoGrabber. In case there are any remnants from a previous run of the script, we remove the temporary directory from disk and then recreate an empty temporary directory (Lines 96 and 97). The remaining three code blocks will create the frames of our GIF: Our sunglasses will drop down from the top of the image. Lets also create a helper function that will enable us to generate a GIF from a set of image paths using ImageMagick and the, To review the available command line arguments for the. The entire project is available for you to hack with in theDownloads section of todays tutorial! Make sure you use the Downloads section of this blog post to download the source code, example images, and deep learning models. Lines 5-8 are the paths to our Deal With It sunglasses, text, and associated masks for both, respectively each of which is pictured below. So what happened? Some years ago the owners attempted to charge a licence fee for anyone using it, but dropped the idea after widespread outrage. In this tutorial, you will learn how to create animated GIFs using OpenCV, Python, and ImageMagick. The remaining three code blocks will create the frames of our GIF: Our sunglasses will drop down from the top of the image. 4)And finally, how to generate animated GIFs with OpenCV (with a little help from ImageMagick). From there we can rotate (Line 155) and resize (Lines 161 and 162) the sunglasses. I hope you enjoyed todays tutorial on GIF creation with OpenCV! Use Git or checkout with SVN using the web URL. Code definitions. And perhaps the best way to find LOLs is from memes. Does balls to the wall mean full speed ahead or full speed ahead and nosedive? In essence, well convert the foreground, background, and alpha layers to floats in the range of [0, 1] (Lines 46-48). And finally, well add the foreground and background to obtain our output which we then return to the calling function (Lines 37-40). You can install dlib with this guide. Or just simply removing the background in the video to get the object only? To keep the post lighthearted and fun, we learned how to use OpenCV to generate GIFs of the Deal With It meme, a popular meme (and also my personal favorite) that can be found in some capacity on nearly every social media website. Notebook. Steps. There was a problem preparing your codespace, please try again. Site design / logo 2022 Stack Exchange Inc; user contributions licensed under CC BY-SA. cv2.imread(image.gif) is not possible.But there are many other alternatives to insert a GIF. You can master Computer Vision, Deep Learning, and OpenCV - PyImageSearch. You can install imutils on your system or virtual environment by using pip: Figure 2: Our OpenCV GIF generator project structure consists of two directories, a config file, and a single Python script. Inside you'll find my hand-picked tutorials, books, courses, and libraries to help you master CV and DL! Here you can see tiny Jemma puppy sitting on my shoulder: Figure 13: Jemma is adorable. I have to create a (openCV) image processing function in C++ and have to call that function from python using ctypes. Well start with the JSON configuration file first and from there move into the Python script. Deal with it. Converting a video excerpt into a GIF, Then a video file is opened and selected the part between 122.65 (1 Do you have a need to draw polygons, lines, and other shapes? I have learn that the ImageMagick is totally a go-for. sg = cv2.merge((b, g, r)). For those of you that attended PyImageConf 2018 (read the recap here), you know that Im always one for a joke. Using our JSON configuration variable "steps" (the number of steps ), lets generate evenly spaced y-values to place the sunglasses on each respective frame. Find centralized, trusted content and collaborate around the technologies you use most. Ahahah you are the best Adrian!!!??? I tried but I cant create the perfect one GIF. rev2022.12.9.43105. 60+ Certificates of Completion How can I use a VPN to access a Russian website that is banned in the EU? Find image inside of another (corners detection? Logs. To subscribe to this RSS feed, copy and paste this URL into your RSS reader. My eyes have been localized and their centers computed. Figure 6: This mask will allow for a border. Is this an at-all realistic configuration for a DHC-2 Beaver? Easy one-click downloads for code, datasets, pre-trained models, etc. To achieve this, you'll need to implement a few parts: For concrete examples, you can check out the code included with ofxGifEncoder here: https://github.com/jesusgollonet/ofxGifEncoder. What is the difference between OpenCV, OpenFramework and Processing Frameworks? We find the person with the highest probability value and compare it with the minimum acceptable threshold. Then, on Line 103, we loaddlibs facial landmark predictor. Help us identify new roles for community members, Proposing a Community-Specific Closure Reason for non-English content. Lets extract the face and calculate facial landmarks: To extract the face and find facial landmarks, we: Given the coordinates of the eyes we can calculate where and how the sunglasses need to be placed: First, we compute the center of each eye then calculate the angle between the eye centroids (Lines 145-151), just as if we were performing face alignment. the answer is YES if you compile OpenCV with GDAL support. Do bracers of armor stack with magic armor enhancements and special abilities? # include . Lets also create a helper function that will enable us to generate a GIF from a set of image paths using ImageMagick and the convert command: The create_gif function takes a set of images and assembles them in a GIF animation with the specified delay between frames and loops if necessary. Today well be reviewing both config.json and create_gif.py . Here is an The text is actually another image here. I opted to use an image since OpenCVs font rendering capacities are quite limited, and furthermore, I wanted to add a drop shadow and border to the text which again, is something OpenCV cannot do. to use Codespaces. minute 22.65 seconds) and 123.2, reduce its size (to 30% of the But I want to smooth out the edges that are blurry in the instance segmentation code. unfortunately there is no direct gif support in opencv. Data. # processing # generative # p5 # adam ferriss # computer vision. Didnt like todays tutorial? "Or just simply removing the background in the video to get the object only" -- that's a segmentation task . Then we proceed to rotate and resize the mask exactly as we did to the sunglasses on Lines 172 and 173. Once we understand the project structure well review (1) our configuration file, and (2) our Python script responsible for creating GIFs with OpenCV. Respect from a Pakistani , Thank you so much for the kind words! I found the alpha blend function in your post, and Id like to combine these two codes. Already a member of PyImageSearch University? Once we understand the project structure well review (1) our configuration file, and (2) our Python script responsible for creating GIFs with OpenCV. Due to the number of configurable parameters, I decided to create a JSON configuration file (1) making it easier to edit parameters, and (2) requiring fewer command line arguments. To install imageio library, simply do pip install imageio. From there, open up your terminal and execute the following command: Figure 9: Generating GIFs with OpenCV and ImageMagick is easy with todays Python script. Lets go ahead and get started implementing our OpenCV GIF generator! So i cant use it. Extracting regions of the face (in this case, the eyes), Computing the angle between the eyes, a requirement for face alignment, Generating transparent overlays via alpha blending. Creating GIFs with OpenCV. Or requires a degree in computer science? From there well review the project/directory structure for our OpenCV GIF creator. Find centralized, trusted content and collaborate around the technologies you use most. As you can tell from the docs, there is a lot of functionality built into convert ! Given the steps , well iterate over them (they are simply y-values) to compute the translation for the sunglasses. Trisha decided to post the photo on social media later that evening I was left to deal with it. Now that our script has the required packages at our disposal, lets define the overlay_image function: The overlay_image function overlays a foreground image (fg ) on top of a background image (bg ) at location coords (which are (x, y)-coordinates), allowing for alpha transparency via the foreground mask fgMask . I hope you enjoyed todays tutorial on GIF creation with OpenCV! We all need a good laugh every now and then. Finally, lets wrap up todays tutorial on creating GIFs with OpenCV with a good-hearted meme. Is Energy "equal" to the curvature of Space-Time? Figure 7: The OpenCV DNN face detector finds faces in images. Here I am at the opening of Jurassic Park: Fallen Kingdom sporting my special Jurassic Park shirt, pint glass, and collectors edition book. By clicking Accept all cookies, you agree Stack Exchange can store cookies on your device and disclose information in accordance with our Cookie Policy. ofPixel frames from ofVideoGrabber can then be analyzed by your Finally, we clean up by deleting the temporary output directory + individual image files. Then we proceed to rotate and resize the mask exactly as we did to the sunglasses on Lines 172 and 173. ofxGifFrame is a struct within the ofxGifEncoder header. All you have to do is remove the #include ofxGifFrame.h and it works. You will also have t The following code will assist you in solving the problem. All configuration parameters well need for this project are contained inside config.json . Theres no point in writing multiple lines of Python to use OpenCV for that. From there we can rotate (Line 155) and resize (Lines 161 and 162) the sunglasses. And how is it going to affect C++ programming? Change vector pxs; to read vector pxs; Thanks for contributing an answer to Stack Overflow! To download the source code to todays post, and be notified when future tutorials are published here on PyImageSearch, just enter your email address in the form below! To achieve this, you'll need to implement a few parts: The part of motion detection is done with OpenCV. Heres a good joke: A: Im not telling you the answer deal with it. Data. Go for it. 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