| --- |
| arxiv: "2602.14381" |
| tags: |
| - video-generation |
| - real-time |
| - autoregressive |
| - diffusion |
| - webrtc |
| - vace |
| - wan |
| license: apache-2.0 |
| --- |
| |
| # Daydream Scope |
|
|
| Scope is an open-source tool for running real-time, interactive generative AI video pipelines. It supports multiple autoregressive video diffusion models with WebRTC streaming, Spout integration for live VJ workflows, and a composable pipeline architecture. |
|
|
| ## Highlights |
|
|
| - **Multiple model backends** — StreamDiffusionV2, LongLive, Krea Realtime, RewardForcing, MemFlow, and more via plugins |
| - **VACE integration** — Use reference images and control videos (depth, scribble, optical flow, etc.) to guide generation in real time |
| - **Spout / NDI** — Pipe video in and out of tools like Resolume Arena, TouchDesigner, OBS |
| - **LoRA support** — Customize styles and concepts on the fly |
| - **Composable pipelines** — Chain video diffusion with depth mapping, frame interpolation, and other processors |
| - **WebRTC streaming API** — Low-latency output to any browser |
|
|
| ## Demos |
|
|
| Resolume Arena as live input into Scope via Spout: |
|
|
| <video src="https://huggingface.co/daydreamlive/scope/resolve/main/videos/resolume.mp4" controls autoplay loop muted></video> |
|
|
| Real-time depth-conditioned generation: |
|
|
| <video src="https://huggingface.co/daydreamlive/scope/resolve/main/videos/david_depth.mp4" controls autoplay loop muted></video> |
|
|
| ## Links |
|
|
| - [GitHub](https://github.com/daydreamlive/scope) |
| - [Documentation](https://docs.daydream.live/scope/getting-started/quickstart) |
| - [Discord](https://discord.gg/mnfGR4Fjhp) |
| - [Daydream](https://www.daydream.live/) |
|
|
| ## Citation |
|
|
| The VACE integration in Scope is described in: |
|
|
| ```bibtex |
| @article{fosdick2026adapting, |
| title={Adapting VACE for Real-Time Autoregressive Video Diffusion}, |
| author={Fosdick, Ryan}, |
| journal={arXiv preprint arXiv:2602.14381}, |
| year={2026} |
| } |
| ``` |
|
|
