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Karras and colleagues: alias-reduced StyleGAN3 synthesis

Contribution grade

Generative-model methods and numerical sampling · Human-designed research method or resource

Reference score130,000Provisional editorial estimate of this exact contribution; its grade is assessed separately.

What changed

Applied continuous-signal and filtering principles to generator design to reduce coordinate-tied texture artifacts and improve transformation consistency.

Scientific scope

Applied continuous-signal and filtering principles to generator design to reduce coordinate-tied texture artifacts and improve transformation consistency. Translation- and rotation-oriented variants have different designs. Finite filtering, sampling and implementation matter; this is not arbitrary-GAN exact equivariance.

Evidence

The linked original sources describe the stated contribution and its evidence limits. WRS has not independently rerun the experiments or certified a proof. Translation- and rotation-oriented variants have different designs. Finite filtering, sampling and implementation matter; this is not arbitrary-GAN exact equivariance.

Contributors

Provisional WRS assessment, edition 2026-10-16.1. Independent expert calibration is pending. This grade does not certify correctness or assign ownership.

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