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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.

"Furry Friends Hub" is a great title for your Rumble channel! It's catchy, friendly, and clearly conveys that your content is about animals. If you want to enhance it, you could add a tagline like: "Furry Friends Hub – Where Animal Love Comes to Life!"

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"Welcome to Furry Friends Hub – the ultimate place for animal lovers! Whether you adore pets, wildlife, or farm animals, we bring you heartwarming stories, fun facts, care tips, and adorable moments. Join us as we celebrate the beauty of all creatures, big and small! Subscribe now and be part of our animal-loving community!"

RPGs, Retro games, and whatever general digital magickery we can get into!

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RPGs, Retro games, and whatever general digital magickery we can get into! So far we are featuring some RPG Let's Plays, very possible other retro, or other RPG titles coming in the future. Relaxing, having fun and exploring new worlds is really what this channel is about. Grab a drink, a snack, a pillow or two or whatever suites your fancy! All comments are watched and appreciated, I enjoy connecting with and hearing from the community, criticism is welcome and advice is as well. Feel free to speak your mind or just say hello! Please like and subscribe if you wish to support this channel, cheers! Title Intro, Channel Intro, and Sound Effects by: Rolls & Rockets

Welcome to pet Shows funny & entertainment channel ♥ You can enjoy best funny cats and dogs & Action videos (≧▽≦) Thanks for watching our videos 😍😍😍

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✨💕🐶follow to The Scoop for our most entertaining pet videos, helpful pet parenting tips, and exclusive deals delivered straight to your email: https://bit.ly/TPCNewsLetter 😹❤️✨ For the spoiling, nurturing and whole-heartedly pet-obsessed, The Pet Collective is a playground that cultivates community, promotes joyful moments, and fuels your pet lifestyle. From entertainment, to pet-ucation, to the newest trends and products, and everything in between - TPC is the catnip for the modern pet parent. Join in on the frenzy.

The Latest Breakthroughs and Headlines You Can't Miss

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Welcome to our channel, where we bring you the most cutting-edge news and updates from around the world. In this video, we delve deep into the realm of bbcnews10, uncovering the secrets that make it an unrivaled source of information. With bbcnews10, you have a front-row seat to the latest breakthroughs, fascinating stories, and groundbreaking discoveries. Our dedicated team of journalists and reporters works tirelessly to deliver news that matters, providing you with a comprehensive understanding of global events. In this captivating video, we reveal the behind-the-scenes operations of bbcnews10, showcasing the technology, resources, and dedication that go into delivering news at lightning speed. We explore how bbcnews10 is revolutionizing the news industry, ensuring that you stay informed and ahead of the curve. The bbcnews10 platform has become a game-changer, bringing real-time updates and in-depth analysis to your fingertips. Whether it's politics, science, technology, or entertainment, bbcnews10 covers it all, ensuring that you never miss a beat. Our mission is to empower you with knowledge and keep you informed about the world's most significant stories. By watching this video, you'll gain insights into bbcnews10's unique approach to journalism and understand why it stands out from the rest. So, join us on this immersive journey as we unlock the power of bbcnews10. Discover how it influences public opinion, shapes conversations, and drives change on a global scale. With bbcnews10, you'll gain a fresh perspective and stay informed about the issues that impact our lives. Make sure to subscribe to our channel and hit the notification bell to receive updates whenever we release new videos. We have an incredible lineup of content planned, covering a wide range of topics that will broaden your horizons and keep you engaged.

Cute animalsEven though our parents are probably happy and relieved to see us grow up and let go of some baby habits, but in all honesty, our furry counterparts could just stay babies forever – that’s how cute animals are! And if some might argue the

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Even though our parents are probably happy and relieved to see us grow up and let go of some baby habits, but in all honesty, our furry counterparts could just stay babies forever – that’s how cute animals are! And if some might argue the that human babies are more adorable, we give you this list of the cutest animals ever to reconsider

Relax with our videos. You can also use them as a screensaver on your TV in the office or at home

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"UltraRelaxation" is dedicated to promoting and supporting emerging artists, including musicians, labels, composers, producers, photographers, and filmmakers, who aim to build a fan base. If any producer, label, artist, or photographer finds any issue with the music or video uploads, please reach out to us, and we will promptly remove the respective work. Your satisfaction is our priority! We are committed to discovering the finest and most enjoyable music for our audience. Our goal is to enhance your days with the music we share! Peace, love, and music. Additionally, I am a music producer actively involved in this project! Should you encounter any copyright concerns or have questions, please refrain from reporting. Kindly take the time to contact us via email, and we will respond within 48 hours.

Overcoming unplanned obstacles that can slow you down, derail you, paralyze you with fear.

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When we dont know what to do, sometimes we do nothing, or we act out of fear. This can be detrimental to someones well being. I am speaking from experience. I am not an expert, licensed professional on counseling. I am just someone who has been through a lot and want to help people, the same way they helped me. I wanted to create a space free of drama, gossip, hate, fear, discouragement, disrespect, belittlement. I wanted to create a place where you can go, and know that you are not alone, and I am here. Its ok, to not be ok. Our culture will lie and tell you get over it, not that simple. Here I will outline what worked for me.

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