Content-adaptive calibration and broader measurement panels

Develop content-adaptive calibration methods and broader measurement panels for the Measured Sliders framework, extending beyond calibration procedures and image-measurement sets that are fixed across content.

Background

Measured Sliders calibrates raw LoRA coefficients by evaluating decoded responses on a fixed calibration set and maps each control to a shared image-space effect scale. The paper also uses a limited panel of closed-form measurements, including brightness, saturation, warmth, contrast, tint, and lighting direction, to supervise and evaluate controls.

The paper identifies adapting calibration to image content and expanding the set of available measurements as unresolved directions for extending the framework. These extensions could address limitations of fixed calibration behavior and narrow measurement coverage, but no specific method or solution is provided.