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.

4 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.

Epicblend

4 Followers

"Welcome to [Your Dynamicblend]! 🎥 Bringing you a curated collection of the most exciting, entertaining, and informative videos from around the web. Whether you’re looking for laughs, inspiration, or just something new to discover, you’ll find it here. Subscribe now for regular updates and stay connected to the content you love!" However, I’d encourage you to focus on creating unique content or adding your own twist to videos. It not only makes your channel stand out but also ensures you're respecting copyright and fair use policies. Let me know if you’d like help crafting something more personalized!

BlendX

2 Followers

Welcome to BlendX! 🎥🎮📚 Your go-to destination for entertainment, gaming, education, and trending content! At BlendX, we bring you an exciting mix of: ✅ Entertainment Breakdowns – Movies, shows, and pop culture deep dives. 🎮 Gaming Content – Playthroughs, reviews, and gaming trends. 📚 Educational Insights – Fun facts, knowledge, and life hacks. 🔥 Trending Topics – Stay updated on the latest viral moments! Join the BlendX community and be part of the trend! Don’t forget to like, comment, and subscribe for fresh and exciting content. 🔔 Stay tuned – The best blend of content awaits you!

FlavoBlend

2 Followers

"Welcome to FlavoBlend Delights, where culinary creativity knows no bounds! Join us on a mouthwatering journey as we blend an array of flavors, textures, and techniques to craft exquisite dishes that will tantalize your taste buds and elevate your cooking game. Whether you're a seasoned chef or a kitchen novice, our videos are here to inspire and guide you through the art of flavor fusion. From delectable appetizers to indulgent desserts, we're here to help you create memorable meals that will leave your family and friends asking for seconds. Subscribe now and embark on a flavorful adventure with us!"

Your go-to place for Bengali cinema lovers! We blend iconic movie scenes with creative twists to deliver unforgettable experiences.

2 Followers

Welcome to CRAZY DAREDEVILS – Your go-to place for Bengali cinema lovers! We blend iconic movie scenes with creative twists to deliver unforgettable experiences. What We Offer: 🎬 Remakes of Classic Bengali Scenes: Relive the magic of your favorite films with a fresh, exciting take. 🎥 Original Short Films: Dive into thrilling mysteries, suspenseful adventures, and chilling horror stories crafted by our team. Why CRAZY DAREDEVILS? ✨ Nostalgia Meets Creativity: From recreating timeless moments to creating new stories, we deliver both familiarity and innovation. 🎭 Content for Every Mood: Whether it’s drama, suspense, or horror, we offer diverse content that keeps you hooked. 🌟 Passion for Cinema: Every video reflects our deep love for Bengali films. Join the CRAZY DAREDEVILS journey! 👉 Subscribe and hit the bell icon to never miss out on our exciting content. Let’s keep the magic of Bengali films alive! 📧 For business inquiries, email us at crazydaredevilsbiz@gmail.com