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Users can generate videos up to 1080p resolution, up to 20 sec long, and in widescreen, vertical or square aspect ratios. You can bring your own assets to extend, remix, and blend, or generate entirely new content from text.

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We’ve discovered neurons in CLIP that respond to the same concept whether presented literally, symbolically, or conceptually. This may explain CLIP’s accuracy in classifying surprising visual renditions of concepts, and is also an important step toward understanding the associations and biases that CLIP and similar models learn. Fifteen years ago, Quiroga et al.1 discovered that the human brain possesses multimodal neurons. These neurons respond to clusters of abstract concepts centered around a common high-level theme, rather than any specific visual feature. The most famous of these was the “Halle Berry” neuron, a neuron featured in both Scientific American⁠(opens in a new window) and The New York Times⁠(opens in a new window), that responds to photographs, sketches, and the text “Halle Berry” (but not other names). Two months ago, OpenAI announced CLIP⁠, a general-purpose vision system that matches the performance of a ResNet-50,2 but outperforms existing vision systems on some of the most challenging datasets. Each of these challenge datasets, ObjectNet, ImageNet Rendition, and ImageNet Sketch, stress tests the model’s robustness to not recognizing not just simple distortions or changes in lighting or pose, but also to complete abstraction and reconstruction—sketches, cartoons, and even statues of the objects. Now, we’re releasing our discovery of the presence of multimodal neurons in CLIP. One such neuron, for example, is a “Spider-Man” neuron (bearing a remarkable resemblance to the “Halle Berry” neuron) that responds to an image of a spider, an image of the text “spider,” and the comic book character “Spider-Man” either in costume or illustrated. Our discovery of multimodal neurons in CLIP gives us a clue as to what may be a common mechanism of both synthetic and natural vision systems—abstraction. We discover that the highest layers of CLIP organize images as a loose semantic collection of ideas, providing a simple explanation for both the model’s versatility and the representation’s compactness.

Motivational Videos

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These Motivational Videos and Audios Are for Those Who Really Want to do something in their life. these motivational videos and audio speeches are prepared you to give you that push and that spark inside of you.so you could achieve your goals easily. Never Give UP !! Due to the Creative Common License, I have re-used this video. ⚠ Win A Brand New IPhone 13 ⚠ ⚠ Click Here 😍🎁👉 http://fumacrom.com/2M9nj "Choosing to be positive and having a grateful attitude is going to determine how you're going to live your life."

AI Generator Shorts videos

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🌟 Welcome to AI Generator Shorts! 🌟 Dive into the fascinating world of artificial intelligence with our quick, engaging videos! Each short is packed with insightful tips, creative uses, and the latest trends in AI technology. Whether you're a tech enthusiast, a curious learner, or just looking for some inspiration, you'll find something to spark your interest! 🔍 What We Offer: AI Tools & Tips: Learn how to harness the power of AI in your daily life. Creative Showcases: Discover amazing projects and innovations powered by AI. Trends & Updates: Stay informed about the latest developments in the AI landscape. Join our community and unlock the potential of AI—one short at a time! Don’t forget to subscribe and hit the notification bell for your daily dose of AI insights!

Videos that explain why we should opt out.

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We are a consistently growing group of Colorado Republicans who would like to see some changes in our state party. Perhaps at the top of that list of changes is the fact that we'd like to start winning elections again! Clearly what we have been doing isn't working. We feel that one of the things that need to be done toward that goal is to do away with the open primary voting process in Colorado. This is the current system that allows unaffiliated voters to vote in Republican primaries. This system has been in place since 2016, and frankly it has not served us well. We feel that only Republicans should be able to vote in Republican primaries. This channel contains videos that explain in detail, our mission to return voting in a Republican primary back to only Republicans. Please take a look.