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9  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.

I'am_Chef_Hernandez Verified

9  Followers

ith over a decade of culinary experience as a Chef in the United States Army, I have had the privilege of being recognized with distinguished awards and entrusted by seven General Officers as their personal Chef. These experiences have shaped my craft, discipline, and dedication to excellence in the kitchen. Through this channel, I look forward to sharing my passion for food, creativity, and technique with you. In addition to my culinary content, I also host regular gaming streams on my dedicated channel. I invite you to join me on this journey and enjoy everything I create and share.

Heroes of Faith Podcast

5  Followers

What does it mean to be a Man? As society continues to become more isolated and the attacks on Manhood become more and more frequent, a unique opportunity is beginning to present itself. As the battle rages around us, the time is right for a counterattack from Godly men. But before that can happen, Godly men must first sharpen their weapons, so that they can become warriors for God’s Kingdom. Iron Edge provides Godly men with these tools of war. In a day and age where many leaders fail to champion Godly men or give them the tools to fight this war against Godly manhood, Iron Edge fills the void, providing a vast arsenal of weapons for men to arm themselves. Our calling as Men of God requires strength mentally, physical, and spiritually. It requires sound resolve, self-discipline, and dedication to becoming lovers to our wives, Godly heroes for our children, and brothers in arms with our comrades. “Men want a battle to fight, an adventure to live, and a beauty to rescue. That is what is written in their hearts.” ~ John Eldredge As Men of God, no one can answer the call to battle except you. However, you do not have to go to war alone. With Iron Edge, you will have access to all the weapons needed on the battlefield as you fight to become a Godly Man. Will you join us on this journey?

New Jersey Virtual Herd - SRoH

8  Followers

New Jersey Virtual Herd (NJVH) is a simple yet entertaining look into the real lives of a small yet mighty Herd of service animals in Central NJ. Some are rescues, but not all. Some are champions/award winners, but not all. All of them are with unique personality, spicy intelligence, impressive industriousness, creative and curious minds! We invite you to join us virtually for a candid, possibly entertaning look "behind barn doors"! Ya' never know. NJVH (subsidiary Spring Reins of Hope) was created in response to ALL of our work being shutdown by covid19NJ. Our real work is deep into empowering, rebuilding, and even saving human lives. These Horses have served thousands of humans in our arenas since 2009. They have won national awards, hall of fames, US flag flown for them BECAUSE of the life-changing miracles they provide. We hope to resume our more important/essential work soon. In the meantime we are learning to adapt and be of service on camera! Keep up with the Herd at: https://linktr.ee/njvh_sroh

TracyHerbert

6  Followers

This channel provides information for those wanting to live a longer, healthier, happier life. Each video contains easy tips and strategies you can implement right now. It's more about transformation than information. Tracy Herbert is a leading authority on health and wellness. She helps people from all walks of life who want to live a longer, healthier life despite age or diagnosis. To get Premium Free Resources (not available on Rumble), go to: https://tracyherbert.com/

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