InstantID Zero-Shot Identity-Style

Zero-shot identity-preserving generation: with only one reference face and a style prompt, generate that person in any style or scene, combining a face encoder, an IdentityNet, and a lightweight adapter.

Properties

family: style-control
modality: face image + style text -> stylized portrait
whyMultiModel: Locking a specific identity while changing style needs a dedicated identity encoder and IdentityNet, separate from the text-to-image backbone.
steps: [object Object], [object Object], [object Object]
controls: Reference face; style and prompt text; identity strength; ControlNet pose or edge.
exampleStack: InstantID (SDXL) -> 2x upscale.
useCases: [Stylized profile portraits][Themed personal art][Brand persona variants]
pitfalls: Identity versus style is a trade-off set by the strength knob; non-face references give no signal.
source: InstantID: Zero-shot Identity-Preserving Generation in Seconds (arXiv:2401.07519)

Provenance

Source: https://instantid.github.io/

InstantID Zero-Shot Identity-Style

Properties

family: style-control
modality: face image + style text -> stylized portrait
whyMultiModel: Locking a specific identity while changing style needs a dedicated identity encoder and IdentityNet, separate from the text-to-image backbone.
steps: [object Object], [object Object], [object Object]
controls: Reference face; style and prompt text; identity strength; ControlNet pose or edge.
exampleStack: InstantID (SDXL) -> 2x upscale.
useCases: [Stylized profile portraits][Themed personal art][Brand persona variants]
pitfalls: Identity versus style is a trade-off set by the strength knob; non-face references give no signal.
source: InstantID: Zero-shot Identity-Preserving Generation in Seconds (arXiv:2401.07519)

Provenance

Source: https://instantid.github.io/