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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.
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Welcome to "Ai Generated World" – Your gateway to the fascinating realms crafted by artificial intelligence. Join us on a captivating journey where machine minds create and shape entire worlds. From virtual landscapes to imaginative narratives, explore the boundless creativity of AI-generated wonders. Subscribe for mind-bending adventures, thought-provoking insights, and a glimpse into the future of synthesized realities. Embark on this extraordinary expedition with us into the heart of the Ai Generated World! 🌐 #AiGeneration #VirtualRealms
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Empowering Educators: Technoknowledge Completes Training for 50 Primary School Teachers under FDE We are thrilled to announce the successful completion of a groundbreaking training program by Technoknowledge, aimed at revolutionizing primary education in Islamabad. In collaboration with the Federal Directorate of Education (FDE), we have equipped 50 primary school teachers with the latest skills in Coding, Artificial Intelligence (AI), and other developing technologies. This initiative is set to transform classroom environments and provide young students with the tools to thrive in the digital age.
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