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.

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.

Track Down Recipes! Welcome to my channel! Here you will track down recipes: Baking, Tidbits, Canapés, Mixed greens, Porridge and substantially more.

4 Followers

Hi my Companion! Welcome to my channel! Here you will track down recipes: Baking, Tidbits, Canapés, Mixed greens, Porridge and substantially more. I will offer numerous recipes for Breakfast and Supper, recipes for Bites, Hors d'oeuvres and focal point. What's more, Different dishes for schoolchildren and understudies. Treats, soups and primary courses. Any Plates of mixed greens and hot dishes. Appreciate watching!!! Remember to buy in and give your Illustrious Like!

🔥 DJ Slender – Elevate Your Vibe with Every Mix 🔥

3 Followers

🔥 DJ Slender – Elevate Your Vibe with Every Mix 🔥 Welcome to DJ Slender, your ultimate destination for high-energy, soulful, and feel-good music mixes! 🎶 Whether you’re vibing to smooth R&B, deep house, mid-tempo grooves, or uplifting gospel, this channel brings you the perfect blend of rhythms to uplift your spirit and keep you moving. I’m DJ Slender, a music enthusiast dedicated to crafting seamless, high-quality mixes that resonate with every mood. From chilled-out Sunday sessions to high-energy house beats, my mission is to take you on a musical journey like no other. 🎧 What You Can Expect: ✅ Smooth R&B & Soulful Vibes ✅ Deep & Mid-Tempo House Sessions ✅ Gospel & Inspirational Grooves ✅ Exclusive DJ Mixes & Live Sets 📢 Follow & Stay Tuned Join me on this sonic journey, where every mix is designed to elevate your vibe and move your soul. Don't forget to like, follow, and share to spread the rhythm! 🔗 Catch More Mixes On: YouTube | Facebook | Odysee | TikTok 🎶 Let’s Keep the Vibes Alive! #DJSlender #MusicForTheSoul #HouseMixes #MidTempoVibes #RNBGrooves #DeepHouseBeats #FeelGoodMusic #SoulfulSounds #UpliftingVibes #VibingWithPurpose