🚀 Excited to share our @CVPR paper on reconstructing mesh-based 3D scenes from a single 2D image, in collaboration with researchers from UCSD @UCSD and Lambda @LambdaAPI . 📄 PixARMesh: Autoregressive Mesh-Native Single-View Scene Reconstruction 📄Paper: arxiv.org/abs/2603.05888 💻Page: mlpc-ucsd.github.io/PixARMes… ⚙️Code: github.com/mlpc-ucsd/PixARMe… 🖼️ Can we reconstruct a complete mesh-based 3D indoor scene from just a single RGB image? This is fundamentally hard: 👀 Only partial observations 🫥 Heavy occlusion & missing geometry 📐 Ambiguous depth & scene layout Most prior approaches rely on: ❌ Implicit representations (e.g., SDFs) ❌ Multi-stage optimization pipelines ❌ Post-hoc layout refinement PixARMesh takes a different route: ⚡ Directly generates native 3D meshes autoregressively 🏠 Jointly predicts scene layout object geometry in a unified model 🎯 Produces coherent, compact, artist-ready meshes in a single forward pass Extensive experiments validate the effectiveness of our design and highlight autoregressive mesh generation as a promising 2D-to-3D reconstruction method. Congratulations to the amazing collaborators: Xiang Zhang, Sohyun Yoo, Hongrui Wu, @jianwen_xie @chuanli11, Zhuowen Tu @mlpcucsd . #3DVision #ComputerVision #LLM #AutoregressiveModels #GenerativeAI #2DTo3D #MeshGeneration #SceneReconstruction #CVPR #ECCV #Neurips

نرحب بالمبدع إبراهيم الهتاري! اسم المشروع "Mesh Magic" مولد تدرّجات Mesh بتصميم جميل وتجربة استخدام سهلة ✨ #background #backgroundgradients #backgroundimage #gradient #meshgeneration #nuxt4 #shadcn #vue3 #yemenopensource رابط المشروع github.com/Hetari/mesh-magic @hetaridev

Go deeper. Bismuth crystals grow in perfect mathematical staircases, each terrace forming at exactly 90° as the molten metal cools from the outside in. This was created using Amara's mesh generator to produce a 3D object, then restyled using AI video-to-video. The mesh gives the video model accurate 3D geometry to work with, so what you're seeing is structurally coherent digital art, not hallucinated motion. #MeshGeneration #3DArt #NaturesMathematics

🚀 From concept to grid in a day! Structured mesh of a two-stage-to-orbit launcher using NASA-inspired GridPro. ✔️ Smooth, orthogonal meshes ✔️ Reusable topology templates ✔️ Faster design iterations across aerospace & beyond #CFD #Aerospace #MeshGeneration #NASA

Huge optimization to my terrain editor when smoothing (also texture painting, but that's not shown in the video). #gamedev #madewithunity #indiedev #proceduralgeneration #meshgeneration #procgen

🚀 High-resolution multi-block mesh of a Space Shuttle nozzle, capturing intricate rib details with #GridPro. Precision meshing = accurate CFD = better aerospace designs. #CFD #AerospaceEngineering #MeshGeneration #StructuredMesh #SpaceShuttle

Accurate CFD demands mesh-independent results. 🔍 GridPro makes grid convergence studies seamless with sequential structured grids that retain topology across refinements. Read how 👉 hubs.ly/Q03D3vCW0 #CFD #MeshGeneration #GridConvergence #GridPro #SimulationAccuracy

📢PartCrafter: Structured 3D Mesh Generation via Compositional Latent Diffusion Transformers PartCrafter is the first unified 3D generative model that jointly synthesizes multiple semantically meaningful and geometrically distinct 3D parts from a single RGB image without any segmentation required. Powered by compositional latent diffusion and hierarchical attention, it enables end-to-end part-aware 3D mesh generation for objects and scenes. ------ Key Highlights: ✅One-Shot Part-Aware 3D Generation – Simultaneous generation of multiple structured parts directly from a single image ✅No Segmentation Needed – Avoids two-stage pipelines; no 2D/3D segmentation models required ✅Local-Global Attention Transformer – Captures fine part-level detail and global coherence during mesh generation ✅Compositional Latent Space – Each part is represented by its own disentangled set of tokens ✅Part ID Embedding Cross-Attention – Enables identity aware generation even for occluded or invisible parts ✅Scalable to Complex Scenes – Handles up to 16 parts per object and multi-object room scenes from 3D-Front dataset ------ Why it matters: PartCrafter unlocks the next generation of part-aware 3D content creation from robotics and gaming to digital twins and AR. By eliminating the need for segmentation and enabling controllable part-level synthesis, it brings modular 3D generation to the forefront of vision graphics research. ------ Explore More: 🔹Paper: arxiv.org/abs/2506.05573 🔹GitHub: github.com/wgsxm/PartCrafter 🔹Project Page: wgsxm.github.io/projects/par… 🔹Related: TripoSG, PartGen, MIDI ------ #PartCrafter #3DGeneration #DiffusionModels #LatentDiffusion #VisionTo3D #MeshGeneration #AIforGraphics #OpenSourceAI #AR #Robotics

@Yokohara_h has showcased this tool, Hunyuan3D-PolyGen, which generates incredibly clean low-poly 3D model meshes from images. 🔥 It's getting practical for prototyping and might soon rival hand-crafted models! #3DModeling #B3D #Blender3D #Animation #MeshGeneration

Revolutionizing 3D Design with AI: The Future of Adaptive Mesh Generation. developer.nvidia.com/blog/hi… #3DDesign #MeshGeneration #AIInnovation #DigitalArt #VirtualReality #GameDevelopment #3DModeling #AdaptiveTechnology

Just read an amazing article about Meshtron, a breakthrough in high-fidelity 3D mesh generation at scale! This innovative technology is changing the game for artists and creators. #3D #MeshGeneration developer.nvidia.com/blog/hi…

Ensuring Nuclear Safety Through Advanced CFD Simulations At the heart of #nuclear power plant safety is the unwavering commitment to detailed and accurate data - bit.ly/46xjfYH #NuclearEnergy #CFD #FuelRods #MeshGeneration #ComputationalFluidDynamics

#MeshNodes would not be a procedural tool without NOISE! #Unity3D #MeshGeneration #NodeMesh #UnityTool #IndieDev #GameDev #assetstore

After a ginormous refactoring and bug fixing, the tool is now not only more stable and optimized, but completely bug free. So I added 2 new nodes, a vertex color node and a uv transform node. #Unity3D #MeshGeneration #NodeMesh #UnityTool #IndieDev #GameDev #assetstore

Made an ad for my Mesh Nodes #Unity3D asset youtu.be/3kgbEjz4D7U #Unity3D #MeshGeneration #GameDevelopment #NodeMesh #UnityTool #IndieDev #GameDev #3DModeling #assetstore

Have a try on 🚀𝐖𝐨𝐧𝐝𝐞𝐫𝟑𝐃🚀 ! A novel & powerful method that efficiently generates high-fidelity textured meshes from single-view images 😉! Project Page: xxlong.site/Wonder3D/ Demo: huggingface.co/spaces/flameh… #Wonder3D #MeshGeneration #ComputerVision #Graphics #AIGC

Sign-up for a free trial at nebulacloud.ai #Photogrammetry #3DModeling #RealityCapture #AgisoftMetashape #Pix4D #DroneMapping #PointCloud #DigitalMapping #MeshGeneration #GIS #AerialMapping #3DScanning #SFM #LiDAR #ScanToCAD #3DVisualization #Orthophoto #MeshProcessing

Woohoo! Made a hexagon mesh from code! Now to start building a Hexasphere #gamedev #unity3d #meshGeneration #student #ProceduralArt

This video provides an overview of the many methods for customizing the automation available in Cadence Pointwise V18.5 and the updated Flashpoint Automatic Surface Meshing. ptwi.se/3G9rEmQ #cfd #meshgeneration #meshing

Flashpoint Automatic Volume Meshing provides the ability for you to specify boundary conditions that override the defaults using name pattern matching. ptwi.se/3FEJsG2 #meshgeneration #cfd