Conditional manipulation via boundary orthogonalization

methods / Causal Validation / Causal interventions (steering) / Conditional manipulation via boundary orthogonalization

Conditional manipulation via boundary orthogonalization

Techniqueintermediate

Projects one attribute's editing direction off a correlated second direction before using it to edit, so that moving along the resulting direction changes only the target attribute rather than dragging entangled attributes along with it.

Used in (1 observation)

InterFaceGAN SVM boundary normals are linear, editable, and partially entangledmeasured

structure: Linear Direction · models: PGGAN (trained on CelebA-HQ, 1024x1024), StyleGAN (trained on FFHQ, 1024x1024) · paper: InterFaceGAN: Interpreting the Disentangled Face Representation Learned by GANs