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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.
This channel features musical content... Especially by the bands Degenerates and Spite.
Making music
When we show an Answers in Genesis video in services
this is an AI generated Video Content
Recording pieces of the present for the future. https://linktr.ee/GenerationalYearbook
Welcome to Reset My Life! 🎨 Dive into a world of imagination with our enchanting cartoon stories! From thrilling adventures to heartwarming tales, we bring vibrant characters and captivating narratives to life. ✨ What You’ll Find Here: Original Animated Stories: Unique tales that spark creativity and wonder. Classic Fairy Tales: Fresh spins on beloved stories that everyone knows and loves. Life Lessons: Engaging narratives that teach valuable morals in a fun way. Family-Friendly Content: Perfect for viewers of all ages, with wholesome entertainment. Join us on this magical journey and let your imagination soar! Don’t forget to like, comment, and subscribe to stay updated on our latest adventures! 🔔 Hit the bell icon to never miss a new story! #CartoonStories #Animation #FamilyFun #Imagination #Adventure
🌟 Welcome to AI Generator Shorts! 🌟 Dive into the fascinating world of artificial intelligence with our quick, engaging videos! Each short is packed with insightful tips, creative uses, and the latest trends in AI technology. Whether you're a tech enthusiast, a curious learner, or just looking for some inspiration, you'll find something to spark your interest! 🔍 What We Offer: AI Tools & Tips: Learn how to harness the power of AI in your daily life. Creative Showcases: Discover amazing projects and innovations powered by AI. Trends & Updates: Stay informed about the latest developments in the AI landscape. Join our community and unlock the potential of AI—one short at a time! Don’t forget to subscribe and hit the notification bell for your daily dose of AI insights!
The truth will never Die and the good will feel Peace and Joy in the end
Here you will find videos on how to get YOURSELF better thru diet, exercise and right living. I will also be hosting interviews with friends and other interesting folks who are experts in their field and want to share with you ALL things related to true HEALTH and VITALITY. I am an Advanced Regenerative Detoxification Specialist, Lymphatic Iridologist and Quantum Healing Hypnotherapist. I received my trainings from the World's BEST in the field, namely Dr. Robert Morse, N.D., D.Sc., & Dolores Cannon. I'm still on the path of healing, as true Regenerative Detoxification takes years, but my true calling is helping others along the way to clear the obstructions to the flow of energy in order to live free of aches, pains, depression and all the ailments that seem to plague humanity. I am a natural healer. I am a mother to three amazing souls. I am a yogi. I am a vessel in service to YOU. STAY TUNED!
Welcome To This Channel Which has Roblox Content Found within. We are not on YouTube so yeah that's it. - Owned By General Channel _GCAI_
"Chasing Sunsets: A Journey Beyond the Horizon" is your gateway to thrilling adventures and breathtaking landscapes. Join us as we explore the world's most stunning vistas, uncover hidden gems, and push the boundaries of exploration. Whether we're scaling mountain peaks, diving into crystal-clear waters, or journeying through untamed wilderness, every video is a new chapter in the ultimate quest for adventure. Subscribe and embark on a journey where the sun never sets on the spirit of discovery.
Welcome to Knowledge Nexus – your go-to channel for exploring the latest trends, practical tips, and insightful content across various topics. From technology and finance to personal development and beyond, we bring you engaging videos to help you stay informed and inspired. Subscribe now and join us on this journey of discovery!
Welcome to the Luxbridge Network 🌟 — Your go-to for the juiciest celeb gossip, political drama, and viral news! 🎬📰 From Donald Trump's latest moves to Hollywood’s hottest headlines, we serve up the latest scandals with a side of sass. Stay ahead of the curve on all things fame, power, and controversy. Subscribe now for your daily dose of glitz, glam, and government gossip! 🎤🔥
#Information #Entertainment #General Knowledge #TechTalks #Snackable Science
Welcome to the AI Creator Academy! Learn how to use AI to bring your creative ideas to life.
ثقافة عامة
General music top trending be posting here👌
Breaking free from the matrix 🌐 | Red-pilled patriot 🇺🇸 | Anti-globalist 🌎 | #EGLD
YTC RAFTAAR
We have included the following concepts of the Next Generation Technology along with its implementing technology: Augmented Reality and Virtual Reality, Artificial Intelligence and Machine Learning, Autonomous Driving, Internet of Things, Modular Smartphones.
ρℓαуιи𝓰 𝓰αмєѕ ιѕ ѕσмєтнιи𝓰 ι єиנσу ιи му ѕραяє тιмє. ι'м α 𝓰αмєя, αℓωαуѕ нανє вєєи.
Unlike writing sentences in different languages to reach understanding
Motivational quotes with AI generated content
This is our Family travel Vlog. Entirely different than others in that our objective is to learn and share this learning with the viewers, whom we consider as part of our extended family. So please come along and join us on our peregrinations and amazing adventures as we explore the distant and the mysterious, We will discover the cultures, food, languages, religions and social practices of the destinations we uncover. We are so glad to have you onboard. So, buckle up for future adventures!
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