📢TriFlow: Generating Artist-Like 3D Mesh Topology via Nearest-Vertex Vector Fields (ECCV'26)📢
Compact 3D meshes with clean, artist-like triangle topology - structured connectivity you'd expect a human modeler to make🙂
🌐https://derkleineli.github.io/triflow/ ▶️https://youtu.be/Nl57QcuKkeA
Users praise TriFlow for generating clean artist-like 3D mesh topology via nearest-vertex vector fields, calling the results really cool.
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#1304Our key idea is to represent mesh topology as a nearest-vertex vector field (NVF) - a piecewise continuous vector field over the surface. Because topology becomes a vector field rather than a sequence, we can generate it with fast, learnable methods like flow matching, instead of the slow token-by-token autoregressive generation used by existing mesh generators. We design a watershed-guided constrained QEM simplification to effectively extract mesh topology out of the NVF. TriFlow generates regular artist-like topology with low latency compared to prior work.
Great work by @hcxrli @ErkocZiya D. Sirigatti, V. Rosov, @craigleili, @angelaqdai
📢TriFlow: Generating Artist-Like 3D Mesh Topology via Nearest-Vertex Vector Fields (ECCV'26)📢
Compact 3D meshes with clean, artist-like triangle topology - structured connectivity you'd expect a human modeler to make🙂
🌐https://derkleineli.github.io/triflow/ ▶️https://youtu.be/Nl57QcuKkeA
@MattNiessner really cool 🔥
