Pixel noise follows a root curve, i.e. is more significant for darker pixels. Ideally, an ADC needs finer resolution for low codes. Here this can be achieved by introducing an accelerated (non-linear) ramp, resulting in finer resolution for low codes and a higher dynamic range.
Project assignment: Design and develop a non-linear ramp generator for per-column ramp ADCs in image sensors.