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.

REGENERATE Health Summit

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REGENERATE is an Australian holistic health summit shedding light on the causes and solutions of modern diseases that have accompanied our collective disconnection from our natural environment and naturally evolved foods. The three pillars of the REGENERATE are 1. Circadian & Quantum health 2. LAncestral diets 3. Regenerative Farming Events are held both regionally and in major cities in Australia. Head to www.regenerateaus.com to join the newsletter so you're notified when the next event launches.

Geology Wonders: From Mountains to Minerals

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"Earth's Timeless Treasures: Geology Unveiled" Discover the fascinating world of geology! From towering mountains to sparkling minerals, explore the Earth's hidden treasures, ancient rock formations, and the forces that shaped our planet over billions of years. "Rock Chronicles: Secrets of Earth's Past" Journey through time with the rocks beneath our feet. Each episode unravels the secrets locked in stones, revealing Earth's dynamic history through volcanic eruptions, tectonic shifts, and fossilized life. "Geology Wonders: From Mountains to Minerals" Get ready to marvel at Earth’s natural wonders! From the formation of majestic mountain ranges to the beauty of rare minerals, this channel is your gateway to the amazing processes shaping our planet. "Cracking the Earth's Code: A Journey Through Geology" Take a deep dive into the mysteries of geology. We explore the clues hidden in rocks, soils, and landscapes, unlocking the Earth's code to understand its past, present, and future changes. "Hidden Gems: Exploring Earth's Geological Marvels" Unearth some of the most extraordinary geological features of our planet! From glittering gemstones to breathtaking caves and unique rock formations, this channel reveals nature’s hidden wonders. "Beneath the Surface: The World of Rocks and Minerals" What lies beneath the Earth's surface? Discover the incredible world of rocks and minerals, learning how these natural materials form, their uses, and the ancient stories they tell about Earth's evolution. "Shaping Earth: The Power of Geological Forces" From earthquakes to volcanoes, witness the unstoppable forces that constantly reshape our world. Join us as we explore the powerful processes that form mountains, carve canyons, and create islands. "The Stone Stories: Geology’s Greatest Hits" Explore the incredible stories told by stones! From meteorites to fossils, each episode highlights a different geological wonder that reveals vital clues about Earth’s history and the forces that formed it. "Unearthing Wonders: A Geologist's Journey" Join us on an adventurous journey to unearth Earth’s most magnificent geological wonders. We explore fascinating landscapes, breathtaking rock formations, and ancient fossil sites around the globe. "Tales from the Crust: Exploring Earth's Layers" Dive deep into Earth's layers, from its outer crust to its molten core. This channel uncovers the incredible processes that shape our world, from volcanic eruptions to the shifting of tectonic plates.

Welcome to "AI Daily Byte" - your daily dose of AI-generated content!

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Welcome to "AI Daily Byte" - your daily dose of AI-generated content! Our mission is to keep you informed and entertained with cutting-edge AI applications in everyday life, education, and entertainment. All of our videos are created using artificial intelligence and feature our charming AI avatar, AIVA. Join our community to witness firsthand how AI is revolutionizing the world of content creation and stay updated on the latest AI advancements impacting society!