All Videos Channels

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.

9  Followers

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.

The Digital Content Ministry

9  Followers

This Channel Ministry is purposed to produce digital content that declares to the unsaved world, the message of salvation in Yeshua Messiah (Jesus Christ), through repentance and faith; and to illuminate the depravity in man, that reveals our need for salvation. Our purpose is to produce Video content that teaches the good news of The Kingdom of God; and that cultivates the culture of God's kingdom, in righteousness, through faith. This ministry also produces digital content, that will illuminate the love and the grace of God revealed in the scriptures; and that shares examples of His love and His grace that we have received, from our experiences. Lastly, the purpose of this Channel Ministry is to produce content that teaches and encourages born again believers, the disciplines of the Spirit led life, the life of faith, and the development of our spiritual ear, to hear the voice of God through the Holy Spirit!

Collective Rare Content (CRC)

9  Followers

Welcome to our channel, where rare content meets unparalleled excitement! 🌟 Dive into a world of endless entertainment as we bring you the most thrilling adventures, jaw-dropping stunts, and heart-pounding fun! From adrenaline-pumping escapades to the latest buzz in the world of entertainment, we've got it all covered. Join us on exhilarating tours to hidden gems around the globe, uncovering the beauty of tourism like never before. Stay updated with the hottest news and trends, ensuring you're always in the know about what's happening around the world. But that's not all – immerse yourself in the rhythm of music with exclusive performances and behind-the-scenes access to your favorite artists. Get ready to groove and discover new beats that will keep you coming back for more. With a blend of rare content spanning across various genres, there's never a dull moment on our channel. So buckle up, hit that subscribe button, and get ready to embark on an unforgettable journey filled with excitement, thrills, and endless surprises! 🎉

Prev Next