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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.

NexusInfinitySounds

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Welcome to Nexus Infinity Sounds – Your Gateway to Relaxation, Meditation, and Peaceful Nature Vibes. At Nexus Infinity Sounds, we create a serene space where you can unwind, meditate, and reconnect with the calming rhythms of nature. Our collection of relaxing music, ambient sounds, and soothing visuals is designed to help you achieve deep relaxation, reduce stress, and find inner peace. Whether you're looking for peaceful sleep music, meditation guides, or nature soundscapes, we have everything to harmonize your mind, body, and soul. 🌿 Our content includes: Meditation music to enhance mindfulness and focus. Relaxing nature sounds for stress relief and deep sleep. Ambient music and soundscapes to elevate your day. Calming visuals of nature, from serene forests to tranquil oceans. #RelaxationMusic | #Meditation | #NatureSounds | #CalmMusic | #SleepMusic | #Mindfulness Subscribe and experience the nexus of infinite peace with Nexus Infinity Sounds.

NEXUS EDIZIONI

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Nexus Edizioni casa editrice antesignana di tutto il filone editoriale che appoggia l’informazione libera e indipendente. Dal 1995 pubblica Nexus New Times, versione tradotta e rimaneggiata della nota rivista australiana di informazione indipendente. Negli anni, sentendo la necessità di approfondire maggiormente certe tematiche nostrane, nasce la rivista Punto Zero, a cui contribuiscono per la maggior parte autori e professionisti italiani. Sul nostro sito www.nexusedizioni.it potrete leggere molti degli articoli pubblicati e avrete accesso ai nostri libri. Iscrivendovi alla newsletter potrete ricevere in omaggio una rivista in digitale.

Global Pulse Conspiracies: The Nexus of Hidden Truths

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Embark on a journey through the labyrinth of ‘GlobalPulseConspiracies,’ where every turn reveals a new layer of intrigue. This channel is your gateway to uncovering the clandestine operations and covert agendas that lie beneath the surface of global events. With a focus on conspiracies, we aim to provide a platform for open discussion, critical analysis, and a quest for understanding the complex tapestry of our world’s most compelling mysteries.

Into the Cosmic Depths: ZenZone Nexus News Channel

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Welcome to the ZenZone Nexus News channel, where we delve into the realms of cosmic wonders, astronomical phenomena, and cutting-edge discoveries that transcend the boundaries of our world. Our channel is your gateway to the latest updates on celestial events, space exploration, and the mysteries of the universe. Join us as we unravel the cosmic tapestry, providing thought-provoking insights, captivating visuals, and in-depth coverage of astronomical breakthroughs. From meteor showers gracing the night sky to the exploration of distant galaxies, we bring you closer to the awe-inspiring beauty and boundless wonders of the cosmos.