Restyled First-Frame Propagation

An image-editing model restyles only the first frame of a source video into a target look; a video model then regenerates the entire clip by propagating that one already-styled frame forward through time, using lightweight structural maps only as an ancillary guardrail against geometry drift rather than as the source of style.

Properties

family: style-control
modality: source video + style prompt -> restyled first frame -> structure-guided full-video restyle
whyMultiModel: The style decision is made once, by an image-editing model, on a single frame where it can be art-directed cheaply; a text-to-video or per-frame ControlNet pass cannot reliably apply that same specific edited look to every frame without drifting, so a second model only propagates an already-finished still.
steps: [object Object], [object Object]
controls: style prompt / reference frame for the first-frame edit, choice of ancillary ControlNet preprocessor (depth/canny/pose), ControlNet conditioning strength, output resolution
exampleStack: Flux Kontext (first-frame restyle) -> Wan 2.2 Fun (video-to-video, first-frame + ControlNet conditioned)
useCases: [Stylizing existing footage into a new visual genre while keeping the original motion][Converting live-action reference into anime or painterly renders][Brand-consistent restyle of stock/user video]
pitfalls: Style fidelity depends entirely on how well the first frame was restyled; a first frame that conflicts with the ancillary structure maps produces visible flicker or geometry fighting once propagated across the full clip.
source: Wan 2.2 Video Restyle: First Frame Style Transfer ComfyUI Workflow

Provenance

Source: https://www.runcomfy.com/comfyui-workflows/wan2-2-first-frame-restyle-comfyui-video-generation

Restyled First-Frame Propagation

Properties

family

style-control

modality

source video + style prompt -> restyled first frame -> structure-guided full-video restyle

whyMultiModel

The style decision is made once, by an image-editing model, on a single frame where it can be art-directed cheaply; a text-to-video or per-frame ControlNet pass cannot reliably apply that same specific edited look to every frame without drifting, so a second model only propagates an already-finished still.

steps

[object Object], [object Object]

controls

style prompt / reference frame for the first-frame edit, choice of ancillary ControlNet preprocessor (depth/canny/pose), ControlNet conditioning strength, output resolution

exampleStack

Flux Kontext (first-frame restyle) -> Wan 2.2 Fun (video-to-video, first-frame + ControlNet conditioned)

useCases

[Stylizing existing footage into a new visual genre while keeping the original motion][Converting live-action reference into anime or painterly renders][Brand-consistent restyle of stock/user video]

pitfalls

Style fidelity depends entirely on how well the first frame was restyled; a first frame that conflicts with the ancillary structure maps produces visible flicker or geometry fighting once propagated across the full clip.

source

Wan 2.2 Video Restyle: First Frame Style Transfer ComfyUI Workflow