meshybench
Benchmarks for image-to-3D generation: geometry alignment, texture alignment, mesh details
Details
- External ID
- 1378502223
- Source
- GITHUB
- Company
- —
- Product
- meshybench
- Website domain
- github.com
- Launched
- Sept. 20, 2026
- Cohort
- —
- Upvotes
- 11
- Upvotes percentile
- 0.33858570330514987
- Tags
- —
- Fetched at
- Sept. 24, 2026, 5:02 p.m.
- Updated at
- Sept. 24, 2026, 5:02 p.m.
Enrichment
- Theme
- creative coding and visual experiments
- Vertical
- Media & entertainment
- Function
- Observability & eval
- Audience
- Developer
- AI stance
- AI-native
- Project type
- Hobby / open-source project
- Normalized one-liner
- evaluation benchmark for image-to-3d generation models
- Manually corrected
- False
Could you build this?
Partial The evaluation pipeline and runner can be vibe-coded, but setting up standardized geometric and texture 3D alignment metrics (Chamfer distance, CLIP-mesh, normal consistency) requires specific 3D computer vision domain knowledge and datasets.
What it would actually take: The benchmark suite requires a 3D processing pipeline (using PyTorch3D, Trimesh, Open3D) that ingests generated meshes and ground truth reference models. It computes quantitative metrics: Chamfer Distance, Earth Mover's Distance, F-Score, Multi-view CLIP/DINO perceptual scores for texture consistency, and mesh topology checks (non-manifold edges, self-intersections). Building this properly requires 3D vision research expertise, automated rendering pipelines (via Blender or headless rasterizers), and a curated evaluation dataset of 3D assets.
Competitors
Other products that read as similar to this one — 1082 launches clear the similarity bar, closest 8 shown.
Attention rank: #663 of 1083 (itself plus its competitors, highest first — normalized so YC and Product Hunt are compared fairly).
Launched 326 days after the earliest competitor.
- Mira-Scene · github · 2026-09-20 · 78 upvotes · similarity 0.69
- KaiNinja · github · 2026-09-15 · 33 upvotes · similarity 0.69
- A GPUdriven voxel engine with binary greedy meshing & indirectrendering · hn · 2026-07-05 · 5 upvotes · similarity 0.63
- UniQuery4R · github · 2026-09-17 · 18 upvotes · similarity 0.63
- We built a tool that generates 3D objects with editable, separate parts · hn · 2026-05-08 · 10 upvotes · similarity 0.62
- layerling · github · 2026-09-16 · 19 upvotes · similarity 0.62
- vksr · github · 2026-09-19 · 22 upvotes · similarity 0.62
- ComfyUI-Qwen-VAE-Triton · github · 2026-09-13 · 7 upvotes · similarity 0.62
Other launches for this product
- No other launches for this product.