Thrilled to see this plot in a recent survey on 'personalized image generation' (arxiv.org/abs/2502.13081) — highlighting the impact of our work! Huge congratulations to my fantastic students, whose creativity and dedication continue to drive exciting advances in the field!

Ever stared at a set of shapes and thought: 'These could be something… but what?' Designed for visual ideation, PiT takes a set of concepts and interprets them as parts within a target domain, assembling them together while also sampling missing parts. eladrich.github.io/PiT/

love this one it's called Piece it Together and is a new method that makes it possible to combine different visual components to create new unique characters and objects combine this with image-to-3d and you got yourself a very unique assets generator

🔔just landed: IP Composer🎨 semantically mix & match visual concepts from images ❌ text prompts can't always capture visual nuances ❌ visual input based methods often need training / don't allow fine grained control over *which* concepts to extract from our input images So👇

Not all models are built the same! Checkout the images generated by GPT4o 🫠 and Piece-it-Together 👑 using the same set of input images! Piece it Together (PiT) app is live on 🤗 Spaces!

Excited to share that "TokenVerse: Versatile Multi-concept Personalization in Token Modulation Space" got accepted to SIGGRAPH 2025! It tackles disentangling complex visual concepts from as little as a single image and re-composing concepts across multiple images into a coherent

🔔Excited to announce that #AnyTop has been accepted to #SIGGRAPH2025!🥳 ✅ A diffusion model that generates motion for arbitrary skeletons ✅ Using only a skeletal structure as input ✅ Learns semantic correspondences across diverse skeletons 🌐 Project: anytop2025.github.io/Anytop-page

Excited to share that "IP-Composer: Semantic Composition of Visual Concepts" got accepted to #SIGGRAPH2025!🥳 We show how to combine visual concepts from multiple input images by projecting them into CLIP subspaces - no training, just neat embedding math✨ Really enjoyed working

So happy to hear that my friend and colleague Ariel Shamir has received the Eurographics Outstanding Technical Contributions Award! Well deserved 👏🎉

"Be Yourself", but more importantly "Be Decisive"!

Just saw this forwarded from Daniel Cohen-Or We wrote a ACM SIGGRAPH paper in 2016: cs.sfu.ca/~haoz/pubs/zou… The following "Calligram Animals" were generated automatically by our algorithm. Which ones are better? I feel that the GPT4o results are a bit mechanical ... less "artistic."

Really impressive results for human-object interaction. They use a two-phase process where they optimize the diffusion noise, instead of the motion itself, to get to sub-centimeter precision while staying on manifold 🧠 HOIDiNi - hoidini.github.io

1/ Can we teach a motion model to "dance like a chicken" Or better: Can LoRA help motion diffusion models learn expressive, editable styles without forgetting how to move? Led by Haim Sawdayee, Chuan Guo, we explore this in our latest work. 🎥 haimsaw.github.io/LoRA-MDM/ 🧵👇

{1/8} 🧵 When you click a link, have you ever wondered: “Which webpage is actually important?” Google answered that with PageRank—treating the web as a Markov chain. Now imagine doing the same… but for transformer attention.👇 🔗 yoterel.github.io/attention_chai…

Just released the code for my final first-author PhD project 😮 I'll be presenting it next week at #SIGGRAPH2025! Not just another attention technique, it's a 𝐍𝐞𝐬𝐭𝐞𝐝 𝐀𝐭𝐭𝐞𝐧𝐭𝐢𝐨𝐧. Built on SDXL, so quality isn't best, but it's super fun to try. Code and demo below👇

We’ve been building something we’re 𝑟𝑒𝑎𝑙𝑙𝑦 excited about – LL3M: LLM-powered agents that turn text into editable 3D assets. LL3M models shapes as interpretable Blender code, making geometry, appearance, and style easy to modify. 🔗 threedle.github.io/ll3m 1/

Great summary of the latest image & video diffusion models! Our #SIGGRAPH2025 course spans real-world uses to techniques like acceleration & flow matching. Slides: geometry.cs.ucl.ac.uk/courses/diffus… w/ Niloy Mitra, Or Patashnik, Daniel Cohen-Or , Paul Guerrero, Minhyuk Sung

1/9 Excited to share EditP23! 🎨 Finally, a single tool for ALL your 3D editing needs: ✅ Pose & Geometry Changes ✅ Object Additions ✅ Global Style Transformations ✅ Local Modifications All driven by one simple 2D image edit. It's mask-free ✨ and works in seconds ⚡️. 🧵