johannakarras/DreamPose

Health v2 · maintenance only

Flags: no_releases

Adoption not part of the score

1004 stars · 79 forks observed · 2026-09-03

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded

Official PyTorch implementation of DreamPose, a Stable Diffusion-based model that synthesizes animated fashion videos from a single image and a pose sequence. It includes pretrained models, demo scripts, and finetuning pipelines for subject-specific video generation.

Use cases

• animate a fashion photo into a video
• image-to-video synthesis with stable diffusion
• generate fashion model motion from pose sequences
• finetune stable diffusion for video generation
• research code for DreamPose paper

When to choose

• you want to animate a single fashion image into a video using pose sequences
• you need the official DreamPose research implementation with pretrained checkpoints
• you want to finetune Stable Diffusion for subject-specific video synthesis

When to avoid

• you need general-purpose text-to-video generation
• you lack GPU resources, as training requires multiple A100 GPUs
• you want a production-ready application rather than research code

Facets

library · maturity maintenance

video-processing image-processing machine-learning deep-learning llm-inference deep-learning computer-vision image-processing artificial-intelligence python stable-diffusion image-to-video fashion-synthesis diffusion-models research-code pose-driven-animation video linux gpu

Member repositories

For agents

markdown · JSON · MCP: product_card(name="johannakarras/DreamPose")