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.

TreemendousGlassets

7  Followers

Treemendous Glassets: A Collaborative Crafting Journey Welcome to Treemendous Glassets, where our passion for crafting comes alive through the beauty of stained glass and the finesse of handcrafted woodworking. We are a husband and wife duo, deeply rooted in our love for creativity and the unique artistry that emerges when two distinct mediums come together. At Treemendous Glassets, we take pride in our handmade originals that are not just products, but expressions of our shared vision and dedication to craftsmanship. Even while having only a few years of experience, we have honed our skills to create stunning pieces that resonate with our customers, bringing a touch of elegance and personality to their spaces. Our journey into the world of crafting began with a simple desire to create something beautiful together. We believe that every piece we create is a labor of love. Our stained glass items are meticulously crafted. While our wooden creations complement these glassworks, showcasing the natural beauty of the wood grain and the precision of our craftsmanship. Each item is lovingly crafted to ensure that it is as functional as it is beautiful, making them perfect for any home. Our commitment to quality is unwavering. We source the finest materials, ensuring that every piece we create is not only visually stunning but also durable and long-lasting. Sustainability is important to us, and we strive to minimize waste in our process while maximizing the beauty of the natural materials we use. At Treemendous Glassets, we don’t just create art; we build connections. We love engaging with our clients, learning about their visions, and bringing them to life. Each project is an opportunity for us to tell a story—your story—through our art, making each piece uniquely yours. We invite you to explore our collection and experience the joy of handmade craftsmanship. Whether you are looking for a striking centerpiece for your living room, a thoughtful gift, or something special for your own collection, we are here to help you find the perfect piece that resonates with you. Thank you for joining us on this creative journey. Together, let's celebrate the beauty of craftsmanship, storytelling, and the art of making something truly Treemendous.