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Excited to share MeshUp ⬆️, a framework for deforming a mesh into a blend of various target concepts! MeshUp offers control over the influence of each concept by changing the associated weights. Project page: 🧵1/

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Rana Hanocka

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23,296 görüntüleme • 1 yıl önce •via X (Twitter)

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Break-A-Scene: Extracting Multiple Concepts from a Single Image introduce the task of textual scene decomposition: given a single image of a scene that may contain several concepts, we aim to extract a distinct text token for each concept, enabling fine-grained control over the generated scenes. To this end, we propose augmenting the input image with masks that indicate the presence of target concepts. These masks can be provided by the user or generated automatically by a pre-trained segmentation model. We then present a novel two-phase customization process that optimizes a set of dedicated textual embeddings (handles), as well as the model weights, striking a delicate balance between accurately capturing the concepts and avoiding overfitting. We employ a masked diffusion loss to enable handles to generate their assigned concepts, complemented by a novel loss on cross-attention maps to prevent entanglement. We also introduce union-sampling, a training strategy aimed to improve the ability of combining multiple concepts in generated images. We use several automatic metrics to quantitatively compare our method against several baselines, and further affirm the results using a user study. Finally, we showcase several applications of our method paper page:
0:12

Break-A-Scene: Extracting Multiple Concepts from a Single Image introduce the task of textual scene decomposition: given a single image of a scene that may contain several concepts, we aim to extract a distinct text token for each concept, enabling fine-grained control over the generated scenes. To this end, we propose augmenting the input image with masks that indicate the presence of target concepts. These masks can be provided by the user or generated automatically by a pre-trained segmentation model. We then present a novel two-phase customization process that optimizes a set of dedicated textual embeddings (handles), as well as the model weights, striking a delicate balance between accurately capturing the concepts and avoiding overfitting. We employ a masked diffusion loss to enable handles to generate their assigned concepts, complemented by a novel loss on cross-attention maps to prevent entanglement. We also introduce union-sampling, a training strategy aimed to improve the ability of combining multiple concepts in generated images. We use several automatic metrics to quantitatively compare our method against several baselines, and further affirm the results using a user study. Finally, we showcase several applications of our method paper page:

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The Baker Lab designs protein on/off switches 1/🧵 Instead of optimizing for how tightly a given protein binds to a target, Adam and team develop a method to control the duration of binding.
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The Baker Lab designs protein on/off switches 1/🧵 Instead of optimizing for how tightly a given protein binds to a target, Adam and team develop a method to control the duration of binding.

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excited to share a tiny project I've been working on over the past few months called whoami wiki, it is a personal encyclopedia written by agents! it helps turn digital archives of photos, chats, documents, location history, and different types of data into a living encyclopedia about your life
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excited to share a tiny project I've been working on over the past few months called whoami wiki, it is a personal encyclopedia written by agents! it helps turn digital archives of photos, chats, documents, location history, and different types of data into a living encyclopedia about your life

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Excited to share the first branding work by Revelium™ Studio for 'The New Wholeness' (IAM Foundation). a modular framework with narrative tools to support understanding of complexity, meaning systemic coherence. #Logo #Branding #Typography #Gradients #DesignSystem
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Excited to share the first branding work by Revelium™ Studio for 'The New Wholeness' (IAM Foundation). a modular framework with narrative tools to support understanding of complexity, meaning systemic coherence. #Logo #Branding #Typography #Gradients #DesignSystem

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Check out this cool concept of a loading screen unveiled by 3D Artist Tomás Correia for a WIP futuristic project Quatiica Motorsports. More about the project:
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Check out this cool concept of a loading screen unveiled by 3D Artist Tomás Correia for a WIP futuristic project Quatiica Motorsports. More about the project:

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The moment we've all been waiting for! 🤖🔥 Introducing you ChainGPT, our first #AI incubation project and a game-changing solution for navigating the complex world of #crypto and #blockchain technology. Their advanced AI model offers a wide range of use cases:👇 (1/2)
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The moment we've all been waiting for! 🤖🔥 Introducing you ChainGPT, our first #AI incubation project and a game-changing solution for navigating the complex world of #crypto and #blockchain technology. Their advanced AI model offers a wide range of use cases:👇 (1/2)

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really excited by Sora's ability to blend two videos. here's a blend of that minecraft video with motorcycling. so much creative potential for this feature
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really excited by Sora's ability to blend two videos. here's a blend of that minecraft video with motorcycling. so much creative potential for this feature

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We’re excited to share the OVER roadmap for 2026. The roadmap is focused on one core objective: scaling a machine-readable, world-scale 3D map of the physical world. Everything we’re building in 2026 ties back to this 🧵👇
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We’re excited to share the OVER roadmap for 2026. The roadmap is focused on one core objective: scaling a machine-readable, world-scale 3D map of the physical world. Everything we’re building in 2026 ties back to this 🧵👇

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Nestled by the Red Sea and near the holiest of lands, it offers a unique blend of leisure, serenity, and cultural richness. A place designed to inspire your soul and redefine coastal living.
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Nestled by the Red Sea and near the holiest of lands, it offers a unique blend of leisure, serenity, and cultural richness. A place designed to inspire your soul and redefine coastal living.

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The latent space of earlier generative models like GANS can linearly encode concepts of the data. What if the data was model weights? We present weights2weights, a subspace in diffusion weights that behaves as an interpretable latent space over customized diffusion models.
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The latent space of earlier generative models like GANS can linearly encode concepts of the data. What if the data was model weights? We present weights2weights, a subspace in diffusion weights that behaves as an interpretable latent space over customized diffusion models.

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Citi has tested the use of blockchain infrastructure to price and execute simulated FX trades on Avalanche Evergreen Subnets. This Proof of Concept from Citi is part of Project Guardian, a collaboration by the Monetary Authority of Singapore (MAS) & the financial industry. 🧵👇
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Citi has tested the use of blockchain infrastructure to price and execute simulated FX trades on Avalanche Evergreen Subnets. This Proof of Concept from Citi is part of Project Guardian, a collaboration by the Monetary Authority of Singapore (MAS) & the financial industry. 🧵👇

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We are excited to introduce our latest project for Dom Perignon, a visual and audio experience that highlights the brand's ideal aesthetics and foundational concepts!

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Hey everyone, wanted to share the website concept for a pair of headphones. No AI was used.
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Hey everyone, wanted to share the website concept for a pair of headphones. No AI was used.

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Let's forget the business metrics for a moment and just create something a bit more human. This is another concept exploration of the Instagram story tray. Instead of having meaningless circles filled with random surprises or speculation to attract attention, this concept offers something more meaningful in building real connections with others. This offers you a delightful way to share moment and its feeling. Think of it as a magic window that gives you a glimpse of unique moments that people share, allowing you to look closer only when you see something that truly matters.

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We are excited to announce that Ross Hall will be transformed into a boutique hotel through a partnership with Curio Collection by Hilton. The hotel is an important component of the Butler Gateway Project. 🔗:

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✨ Any static 3D assets ➡️ 4D dynamic worlds. Introducing CHORD, a universal framework for generating scene-level 4D dynamic motion from any static 3D inputs. It generalizes surprisingly well across a wide range of objects 🤯 and can even be used to learn robotics manipulation policy 🤖! Project page: Dive deeper in a 🧵: 1/n

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❤️Vast Firmament Phoenix "Realize your dreams in the virtual world!" A rare combat suit in the metaverse. Equipped with thrusters on the back for levitation and a helmet that displays various data, it's the recommended gear for adventuring in the virtual digital realm. 🔥Basic Attack The target takes damage equal to a certain amount of ATK. Bestow Power Strike on self for 1 turn. 🗡️Special Skill The target takes damage equal to a certain amount of ATK. For each C.DMG exceeding 150%, increase damage dealt, up to a maximum damage increase of 100%. If the caster has the Charge status, consume 1 stack of Charge to additionally increase the damage buff and reset this skill’s cooldown. ⚔️Ultimate Skill The target takes damage equal to a certain amount of ATK. Gain 1 stack of Charge. If this attack crits and deals damage, gain 1 additional stack of charge. [Event Exclusive Code]：J1MBZXxh7pd #RiseofEros #VirtualDreamland #Phoenix

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One more day to get your vote in for the MUSD/MEZO pool on Aerodrome and earn a share of 1% of the MEZO supply! After the epoch ends, head to the Rewards page on Mezo to claim your veMEZO Find out how to use your veMEZO to participate and earn 🧵
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One more day to get your vote in for the MUSD/MEZO pool on Aerodrome and earn a share of 1% of the MEZO supply! After the epoch ends, head to the Rewards page on Mezo to claim your veMEZO Find out how to use your veMEZO to participate and earn 🧵

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