controllable-generation 开源项目推荐（93 个）

OpenMOSS /MOSS-Image

Official repository for MOSS-Image, a 5B-parameter base DiT model with high-quality text rendering, layout generation, and efficient fine-tuning.

yang-song /score_sde_pytorch

通过随机方程实现基于分数的生成式建模的PyTorch实现（ICLR 2021，Oral）

yang-song /score_sde

通过随机方程进行基于分数的生成式建模的官方代码（ICLR 2021，Oral）

ttengwang /Caption-Anything

Caption-Anything is a versatile tool combining image segmentation, visual captioning, and ChatGPT, generating tailored captions with diverse controls for user preferences. https://huggingface.co/spaces/TencentARC/Caption-Anything https://huggingface.co/spaces/VIPLab/Caption-Anything

ermongroup /SDEdit

PyTorch implementation for SDEdit: Image Synthesis and Editing with Stochastic Differential Equations

PRIV-Creation /Awesome-Controllable-T2I-Diffusion-Models

A collection of resources on controllable generation with text-to-image diffusion models.

mayuelala /Awesome-Controllable-Video-Generation

[ArXiv 2025] A survey about controllable video generation: This repo is the official awesome of "Controllable video generation: A survey"

MyNiuuu /MOFA-Video

[ECCV 2024] MOFA-Video：通过冻结图像到视频扩散模型中的生成运动场适应实现可控图像动画。

SkyworkAI /SkyReels-A2

SkyReels-A2: Compose anything in video diffusion transformers

open-mmlab /StyleShot

StyleShot: A SnapShot on Any Style. 一款可以迁移任意风格到任意内容的模型，无需针对图片微调，即能生成高质量的个性风格化图片!

kpandey008 /DiffuseVAE

Official implementation of "DiffuseVAE: Efficient, Controllable and High-Fidelity Generation from Low-Dimensional Latents"

gudaochangsheng /RefAlign

[ECCV 2026] Official PyTorch implementation of RefAlign: Representation Alignment for Reference-to-Video Generation

Eyeline-Labs /ID-V2V

The official implementation of SIGGRAPH Asia 2026 paper "ID-V2V: Identity-preserving Video Restylization"

hancyran /LiDAR-Diffusion

[CVPR 2024] Official implementation of "Towards Realistic Scene Generation with LiDAR Diffusion Models"

haofanwang /awesome-conditional-content-generation

用于条件内容生成的更新数据资源，包括人体运动生成、图像或视频生成及编辑。

xyfJASON /ctrlora

[ICLR 2025] Codebase for "CtrLoRA: An Extensible and Efficient Framework for Controllable Image Generation"

WU-CVGL /MVControl

[3DV-2025] Official implementation of "Controllable Text-to-3D Generation via Surface-Aligned Gaussian Splatting"

Westlake-AGI-Lab /WorldForge

[CVPR 2026 Highlight🎉] WorldForge & WorldForge v2

samxuxiang /hnc-cad

[ICML 2023] Official PyTorch Implementation of "Hierarchical Neural Coding for Controllable CAD Model Generation".

KangweiiLiu /Awesome_Audio-driven_Talking-Face-Generation

A curated list of resources of audio-driven talking face generation