--- title: "Pixal3D current TRELLIS.2-based release: workflow fit, costs and terms" description: "Evaluating reference alignment in a local image-to-3D workflow" language: en canonical: https://bestadultgames.io/en/developers/models/pixal3d --- [Developers](https://bestadultgames.io/en/developers.md) / [3D models](https://bestadultgames.io/en/developers/models?category=3d) model · Documentation reviewed · 5 October 2026 A # Pixal3D current TRELLIS.2-based release Evaluating reference alignment in a local image-to-3D workflow - **Availability**: available - **Where it runs**: local - **Costs**: No fee for Pixal3D's own weights; budget for local GPU time and mesh/texture cleanup. The default BRIA RMBG-2.0 dependency requires a separate agreement for commercial use. That agreement's price and hosted service billing are unverified. Other dependency restrictions also affect commercial deployment. - **Adult content policy**: conditional Pixal3D is worth evaluating when a character design or prop needs to stay close to its reference image. Its explicit pixel-to-3D alignment is the distinctive draw, and the current TRELLIS.2-based implementation generates geometry and PBR textures with a low-VRAM loading option. Inspect the back, texture seams and in-game silhouette: a convincing front view leaves plenty unresolved. Deformation and recurring character consistency still need careful work and an authored source. Review component licenses before production use. Keep the current release separate from the older paper implementation when comparing results, and record the code revision and checkpoints. ## Commercial use & license Pixal3D's own code and weights are MIT. The current pipeline adds Meta's custom DINOv3 license and BRIA RMBG-2.0's noncommercial terms; BRIA commercial use requires a separate agreement. The documented TRELLIS.2 installation also includes NVIDIA rendering dependencies licensed for noncommercial research/evaluation. Pixal3D's DINOv2 notice does not describe its current DINOv3 dependency. ## Adult content rules Pixal3D's NOTICE says the project does not support non-consensual sexual content, sexualized depictions of real people, content involving minors, harassment, impersonation or privacy violations. It explicitly treats this as responsible-use guidance without changing MIT terms. The license does not establish rights to reference images, people's likenesses or third-party assets. Dependencies and hosted services have separate terms; no blanket adult-content permission is established. [Read the policy](https://github.com/TencentARC/Pixal3D/blob/master/NOTICE) ## What you need NVIDIA CUDA setup following TRELLIS.2, whose base guide specifies Linux-tested code and 24GB VRAM. Install Pixal3D's added dependencies, including NATTEN 0.21.0 and utils3d. Standard and low-VRAM modes default to 1536 and 1024 respectively; the latter loads models on demand. The default BRIA background weights require gated Hugging Face access. A universal Pixal3D VRAM minimum remains unverified. Ranks are recommendations for the task described, based on reviewed documentation. Model ranks cover non-explicit development work. We have not run practical benchmarks. Check content policies and commercial terms separately. [How the ranks work](https://bestadultgames.io/en/developers/methodology.md) ### Sources & further reading - [Pixal3D official repository](https://github.com/TencentARC/Pixal3D) - [Pixal3D current model card](https://huggingface.co/TencentARC/Pixal3D) - [Pixal3D dependency notices](https://github.com/TencentARC/Pixal3D/blob/master/NOTICE) - [BRIA RMBG-2.0 model card and licensing](https://huggingface.co/briaai/RMBG-2.0) - [Current DINOv3 dependency license](https://huggingface.co/camenduru/dinov3-vitl16-pretrain-lvd1689m/raw/main/LICENSE.md) - [TRELLIS.2 nvdiffrast v0.4.0 license](https://raw.githubusercontent.com/NVlabs/nvdiffrast/v0.4.0/LICENSE.txt) - [TRELLIS.2 nvdiffrec renderutils license](https://raw.githubusercontent.com/JeffreyXiang/nvdiffrec/renderutils/LICENSE.txt) Last checked 5 October 2026. ## Why consider it - Explicit pixel-to-3D alignment targets reference fidelity - Documented GLB export includes generated geometry and PBR materials - PBR texture generation and on-demand model loading are documented ## Tradeoffs to plan for - Default dependencies impose separate commercial-use conditions - Low-VRAM mode has no verified universal memory minimum - Hidden surfaces, seams and deformation still need inspection The tier reflects documented fit for the workflow described here and availability. No numeric score or hands-on performance results are provided. [Compare with other models](https://bestadultgames.io/en/developers/compare?model=pixal3d) ## Related guides AI 3D · Intermediate · 6 min read ### [Choose AI 3D tools with a production acceptance matrix](https://bestadultgames.io/en/developers/guides/choose-ai-3d-tools.md) Choose hosted or local AI 3D tools by cost per usable asset, commercial rights, editable structure and performance in your game. Read the guide → A reading priority AI 3D · Advanced · 6 min read ### [Turn a generated mesh into a game-ready asset](https://bestadultgames.io/en/developers/guides/generated-mesh-to-game-ready.md) A practical pipeline for cleaning a generated mesh, checking materials and animation, and accepting its runtime cost on target devices. Read the guide → B reading priority AI 3D · Intermediate · 6 min read ### [Keep 3D characters consistent and choose generation or Blender authoring](https://bestadultgames.io/en/developers/guides/consistent-3d-characters.md) Keep a recurring 3D character recognizable across poses and outfits, with an editable source, clear permissions and a practical choice of production tools. Read the guide → A reading priority