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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.

A Better Texas TV

4 Followers

A Better Texas TV is a rumble channel dedicated to showcasing the best of the Lone Star State. This channel produces videos covering all aspects of Texas, including its people, culture, and history. The channel’s focus is on positive news stories, highlighting the achievements and successes of Texans from all walks of life. A Better Texas TV has a team of talented producers, writers, and editors who work tirelessly to bring the best content to its viewers. They have a passion for storytelling and a deep love for their home state of Texas. This passion is evident in every video they produce, which is why the channel has gained a loyal following of Texans and fans of Texas from all over the world. The channel’s videos cover a wide range of topics, from local events and festivals to human interest stories and features on notable Texans. The videos are often shot on location, giving viewers an up-close and personal look at the people and places that make Texas so great. One of the things that sets A Better Texas TV apart is its focus on positive news. While many news channels and websites focus on the negative aspects of the world, A Better Texas TV believes in the power of positivity. They believe that by highlighting the good things that are happening in Texas, they can inspire others to make a positive change in their own communities. A Better Texas TV also features a variety of shows and series that explore different aspects of Texas culture. For example, they have a series called “Texas Eats,” which showcases the best food and restaurants in Texas. They also have a series called “Texas Adventures,” which highlights the many outdoor activities and adventures that can be found in the state. In addition to its video content, A Better Texas TV also has a strong social media presence. The channel has active accounts on all major platforms, including Facebook, Instagram, Twitter, and YouTube. Their social media feeds are filled with engaging content, including behind-the-scenes glimpses of video shoots, sneak peeks of upcoming videos, and interactive polls and quizzes. Overall, A Better Texas TV is a fantastic resource for anyone who loves Texas or is interested in learning more about the state. Their positive news stories, engaging videos, and passionate team make them a must-follow for anyone who wants to stay up-to-date on all things Texas.