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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.

America's Funniest Home Videos

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Welcome to the OFFICIAL "America's Funniest Home Videos" channel on YouTube! AFV is America's longest-running funny video television program. We've been collecting funny viral videos since 1989. Here you’ll find funny videos, fails, viral videos, prank videos, funny animal videos, funny baby videos, classic videos, and the best compilations and music montages of some of the funniest videos you've ever seen. Check out our different sections to find some of the best viral, funny, videos around. Comment, share, and subscribe to stay in touch to see funny videos you just can't find anywhere else!

Stock related videos

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Disclaimer: The information provided in this video is for educational and informational purposes only. It is not intended as investment advice or a recommendation to buy or sell any securities. The stock market involves risk, and you should do your own research or consult with a licensed financial advisor before making any investment decisions. The creator of this video is not responsible for any losses incurred based on the information presented. Past performance is not indicative of future results.

the videos craete by health and fitness

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Welcome to our health and fitness channel! We're dedicated to helping you achieve your best self through nutrition, exercise, and self-care. Our goal is to provide you with valuable information, tips, and advice that will support your journey towards a healthier, happier you. We believe that fitness is not just about physical appearance, but also about mental and emotional well-being. That's why our content covers a wide range of topics, from workout routines and healthy recipes to mindfulness practices and stress-management techniques. Our team of experts, including certified trainers, nutritionists, and health coaches, are passionate about empowering you to live your best life. We also welcome guest experts and influencers to share their knowledge and experiences with our community. Whether you're just starting your fitness journey or you're a seasoned pro, our channel has something for everyone. Join our community and let's support each other in achieving our health and fitness goals. Don't forget to hit the subscribe button and turn on notifications to stay up to date with our latest content!

Funny animal videos and movie clips and movie

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Sure! Here are some brief descriptions of funny videos and movie clips: 1. **"The Office - Jim's Pranks on Dwight"**: In this iconic clip from *The Office*, Jim Halpert executes a series of elaborate pranks on his coworker Dwight Schrute. From placing Dwight’s stapler in Jell-O to turning his desk items into a giant "Dwight" shrine, Jim’s antics highlight his playful rivalry with Dwight. 2. **"Parks and Recreation - Leslie Knope's Breakfast Speech"**: Leslie Knope delivers a passionate and humorous speech about her love for breakfast foods during a town hall meeting. Her over-the-top enthusiasm and detailed descriptions of waffles and bacon capture her quirky personality perfectly. 3. **"Dumb and Dumber - The Parrot Sketch"**: In this classic *Dumb and Dumber* scene, Lloyd and Harry are driving cross-country and have an amusing conversation with a parrot, which leads to a hilarious misunderstanding. The scene showcases the film’s signature blend of slapstick and verbal humor. 4. **"Anchorman - Ron Burgundy's News Team Fight"**: This outrageous clip features a brawl between Ron Burgundy’s news team and rival reporters. The absurdity of the fight, complete with bizarre weapons and over-the-top antics, highlights the film's satirical take on 1970s news culture. 5. **"Superbad - The Fake ID Scene"**: In this *Superbad* scene, high school friends attempt to buy alcohol using a fake ID, leading to a series of humorous mishaps. The awkwardness of the situation and the reactions of the characters make for a memorable and funny moment. Feel free to ask for more specific genres or types of humor!

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