We install and run the generators ourselves — from 3D models and video to sound effects. We write down how much VRAM each needs, what runs on CUDA and what works on Apple MPS and AMD ROCm, which is open source and which is a cloud subscription.
We read visitors’ search queries and write about them — ask right here.


“a clay teapot
with a faceted lid,
low-poly”


“rain on a tin roof,
distant thunder”The illustrations are AI-generated — examples of what the catalogued tools do, not their live output. Memory thresholds come from the fact sheets.
What runs locally
The whole tool database →Pick a type, a chip — CUDA, Apple MPS or AMD ROCm — and a VRAM ceiling. What remains are the models that actually start. Requirements are as described by the authors, with a source and check date for every value.
| Tool | Type | Runs | VRAM | Backends | Formats |
|---|---|---|---|---|---|
| LTX-Videoimage-to-video | Video | open source | from 1 GB * | Apple MPS | — |
| ChatTTStext-to-audio | Audio | open source | from 4 GB * | — | — |
| Zero123++ | 3D | open source | from 5 GB * | — | — |
| Stable Fast 3Dimage-to-3d | 3D | open source | from 6 GB * | CUDAApple MPS | glb |
| threestudio | 3D | open source | from 6 GB * | CUDA | obj |
| TripoSRimage-to-3d | 3D | open source | from 6 GB * | CUDA | — |
| MMAudio | Audio | open source | from 6 GB * | CUDA | — |
| FramePack | Video | open source | from 6 GB * | CUDA | — |
Showing the most accessible by VRAM threshold. Cloud services need no VRAM — they need a subscription: they are in their own list.
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2026-09-16
LichtFeld-Studio Releases RoMa v1 Weights for Image Matching
The LichtFeld-Studio tool has a new release — RoMa v1 dense matcher weights. This is a permanent model asset in the native .lfw format, used in the densificatio…
Fresh arXiv papers and model releases — briefly, with a note on what you can already run yourself.
From points to a model
This is how every 3D generator works: first a point cloud, then a surface, then materials. Click and we show it step by step. The page stays light when opened: the frames load only when you ask.
The frames load only now, not when the page opens. They are AI-generated illustrations — a real viewer will appear when our “3D from a picture” tool goes live.
Fresh generator reviews
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LichtFeld-Studio Releases RoMa v1 Weights for Image MatchingThe LichtFeld-Studio tool has a new release — RoMa v1 dense matcher weights. This is a permanent model asset in the native .lfw format, used in the de…
habitat-gs: 3D generator — what it does and what you need to run itHabitat-GS is an open source 3D generator from ZJU3DV. It is designed to create highly detailed scenes and dynamic avatars based on Gaussian splatting…
OOOSplat: 3D Generator — What It Does and What You Need to Run ItOOOSplat is an open-source local 3D generator from ooolab. It turns ordinary videos or image sequences shot around an object into 3D Gaussian Splattin…
MoE-JEPA boosts V-JEPA with a mixture of experts for synthetic image detectionResearchers presented MoE-JEPA, an architecture for detecting generated and manipulated images based on V-JEPA 2 with an added Residual Mixture-of-Exp…