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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.

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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.

FISH MATH - DO THE MATH AND CATCH MORE FISH!

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DO THE MATH AND CATCH MORE FISH! Proudly Made in the USA! FISH MATH™ was purposefully developed with American pride! When trolling on a live lake - there are countless variables: boat speed, wind direction, waves, underwater current, different lures and diving devices, fishing line diameter, weight added, and the list goes on ... Those variables can wear on your patience and on your pocketbook. As you may have also experienced, the good strategy that was working in your favor yesterday will likely not work today, for the variables changed along with the direction of the wind. This leaves you wondering and searching through your bag of tricks making it an obstacle to fill your cooler with fresh fish. FISH MATH™ eliminates ALL those obstacles by getting your bait on target which keeps fishing fun! DO THE MATH AND CATCH MORE FISH! Land our APP today and discover why FISH MATH™ is also locally known as "a fisherman's best kept secret!" www.fishmath.net

Unexpectedly Funny Moments Caught on Camera

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Welcome to Daily Fun Videos 24by7! 🎉 Ready for a good laugh? You've come to the right place! Our channel is your ultimate destination for all things funny. From epic pranks and hilarious fails to side-splitting comedy sketches and adorable animal antics, we’ve got it all. What You'll Find Here: 😂 Epic Pranks: Watch as we pull off the funniest pranks and see the most priceless reactions! 🤣 Hilarious Fails: Enjoy a collection of the most entertaining fails that will make you laugh out loud. 🐶 Animal Antics: Get ready for the cutest and funniest animal videos that will melt your heart. 🎭 Comedy Sketches: Enjoy our original comedy sketches that will have you rolling on the floor laughing. 🎥 Funny Challenges: Join us in crazy and hilarious challenges that are sure to entertain. 👶 Kid Comedy: Delight in the funniest and most adorable moments featuring kids. Our mission is to bring a smile to your face and brighten your day with laughter. We believe that humor is the best medicine, and we’re here to provide you with a daily dose of joy. Why Follow us? Get your daily dose of laughter with our regular uploads. Join a community of fun-loving individuals who enjoy a good laugh. Never miss out on our latest and greatest funny videos! Join the Fun! Follow now and hit the bell icon 🔔 to stay updated with our latest uploads. Don’t forget to like, share, and comment on your favorite videos. Your support helps us keep the laughter coming! Thank you for watching and being part of our community. Get ready to laugh, share, and enjoy! Follow Now and let the fun begin!

"Catch the Trend Wave with TrendTales!"

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Welcome to TrendTales – your ultimate destination for the latest trends, viral stories, and must-know news from the world around you! 🌟 From the hottest fashion updates to the most mind-blowing tech innovations, we bring you fresh content that keeps you ahead of the curve. 📱🔥 Whether you're into lifestyle, social media buzz, pop culture, or trending topics, we’ve got you covered with fun, insightful, and engaging videos that’ll keep you in the know. What’s trending today? Let’s explore together! Join the TrendTales community and stay tuned for weekly updates that'll make you the trendsetter of tomorrow. 🔔 Follow now and never miss out on the latest buzz. Let’s make every trend an exciting story