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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.

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.

Minecraft Machinima/Roleplay

2 Followers

Hi there! I love hearing stories! So I decided to make my own using Minecraft as my stage to tell stories through the eyes of characters in the Minecraft World which reflect ours lives. So while using Minecraft, my mind and real stories together to make a great story in a science fiction series called Quiddity (the inherent nature or essence of someone or something.) I definitely want you to think with your mind and open up your eyes! Don't give up even if others try to push you down. The eyes of the author are free to think and do without limitations. Be free make the right decisions. Deuteronomy 31:6 says “Be strong and courageous. Do not be afraid or terrified because of them, for the LORD your God goes with you; he will never leave you nor forsake you.” Bathos: insincere or overdone pathos. Pathos: an emotion of sympathetic pity. Yours Truly, Bathos Pathos

Patio Furniture

2 Followers

Patio furniture refers to outdoor furniture specifically designed for use on patios, decks, or outdoor living spaces. It serves as an extension of the interior decor, creating a comfortable and inviting outdoor retreat. Patio furniture is typically made from durable materials like teak, wicker, aluminum, or wrought iron to withstand outdoor elements. It encompasses a wide range of seating options such as chairs, sofas, benches, and lounge chairs, along with tables and accessories like umbrellas and cushions. With various styles, colors, and designs available, patio furniture allows individuals to personalize their outdoor spaces and enjoy leisurely moments in the fresh air.