Instead of providing examples of what you are asking the model to do, you can just simply ask it what to do directly. ![]() I am using their latest “zero-shot” style of prompting with their new Da Vinci Instruct model. OpenAI’s GPT-3 Da Vinci is currently the largest AI model for Natural Language Processing. The model is a lot smaller, but it’s free to use. And there’s the open-source GPT-Neo model from EleutherAI. There’s the latest GPT-3 Da Vinci model from OpenAI that does an excellent job, but you have to be enrolled in their beta program to use it. I use two different implementations of GPT to generate the captions. I present the top 10 images to the user to choose their favorite.įor example, if you search for “apple pie”, you will be presented with the top 10 images sorted by closest match. I then download the top 20 matching images using the OpenImages download API.įor a final filtering pass, I run the images from the 3 Wikipedia pages and the 20 images from the OpenImages through the image encoder and compare the results to the embedding of the text query. When the user types in a query, I run it through CLIP and compare it to the cached embeddings. I ran each of the descriptions through OpenAI’s CLIP system and cached the embeddings for quick access. A dataset of image descriptions is available for download. The OpenImages dataset from Google is comprised of 675,000 photos scraped from Flikr that were all released under the Creative Commons Attribution license. There are typically 3 to 10 images on a Wikipedia page so there will be about 9 to 30 images in total coming down. I use the pyfileobj() function in Python to download the image files. I use Goldsmith’s Wikipedia search API to find the top 3 pages related to the text query and gather the image descriptions using the CommonsAPI on the Magnus Toolserver. Most of them are released with permissive rights, like the Creative Commons Attribution license. The Wikimedia Commons has over 73 million JPEG files. For more information about how CLIP works, check out my article, here. The CLIP model was pre-trained on 40 million pairs of images with text labels such that the embeddings encoded from the images will be similar to the embeddings encoded from the text labels. The CLIP system accomplishes two functions, encoding both text and images into “embeddings”, which are strings of numbers that represent the gist of the original data. I use OpenAI’s CLIP to perform a semantic search. The background images are pulled from two sources, the Wikimedia Commons and the OpenImages dataset. Meme by AI-Memer, Image by Mike K, Caption by OpenAI GPT-3, License: CC BY-SA 4.0 ![]() The AI-Memer system creates memes in three steps: finding background images, generating captions, and typesetting the meme captions. I was looking for a way to inject a set of new images into the memesphere. ![]() These are pretty good but the system is limited to use only common background images. Here are three examples: Sample memes made with AI on You can read about his system here, and run it online here. He used 100M public meme captions by users of the Imgflip Meme Generator and trained the system to generate captions based on 48 commonly used background images. Here’s what others created before meĭylan Wenzlau created an automatic meme generator using a deep convolutional network. In the age of the Internet, the term meme has been narrowed to mean a piece of content, typically an image with a funny caption, that’s spread online via social media. If you place it on any other website then please link back to this site.The Wiktionary defines the word meme as “any unit of cultural information, such as a practice or idea, that is transmitted verbally or by repeated action from one mind to another in a comparable way to the transmission of genes.” The term originated in Richard Dawkins’ book, The Selfish Gene. ![]() Please note that the meme generator has no watermark. Download to your PC and share your meme with friends and family via social media.You can also change the font color (and the font outline color). You can have top text and bottom text if you want both. Drag it to the top to create top text or to the bottom to create bottom text. Drag the text to wherever you want it to appear.black outline and white fill) however you can change the font with the meme font generator. The default font is the impact font meme style (i.e. Edit the text by clicking on it and typing your own text in the text box.Either upload your own photo or select a photo from the stock library with over 1.6 million images.Make Your Meme How to Make a Meme With Your Own PictureĬlick on the button above to open the free meme text generator.
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