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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.

Pray in the Desert | Alena Van Dyke Ministries

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Alena Van Dyke is a spiritual mentor, author, teacher, podcast hostess, and friend to wounded hearts. Alena is the author of Return to Love: Restoring the Heart of Christianity and the host of the Restoring Christianity podcast where she shares ancient truths in relatable ways and inspires you to live with intention because everything is spiritual and everything we do and say has eternal significance. In a time when the heart of the Lord is misrepresented, and the name of Christ misused, she is a clarifying voice for modern Christian living and reminds us to choose wholehearted love for the Lord over religious legalism. Alena is the President of Alena Van Dyke Ministries and Pray in the Desert where believers gather together to pray, heal, and worship Jesus in the beautiful state of New Mexico. Her team believes God's dream is to birth a 24/7 house of prayer in the desert, and they hope to worship him under the beautiful night sky until he returns.

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!

Exploring the Wonders of Desert Safari

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Dubai desert safari tour is a must-do experience for any visitor in UAE.With Dubai desert safari tour, you can explore the stunning desert landscape and enjoy a range of activities.Adventure seekers can try activities like dune bashing, sandboarding, and quad biking on a Dubai desert safari tour.Experience an traditional Emirati culture with our Dubai desert safari tour that includes camel rides and Bedouin-style meals. This is a great way to escape the hustle and bustle of the city and unwind in nature.A sunset Dubai desert safari tour is particularly popular, allowing you to watch the sun sink below the sand dunes.