An infeed module of a valuable media depository is configured to track media edge detection during ejection processing. When sensors of the infeed module report conditions that would otherwise indicate that media has exited or been retracted back into the infeed module during ejection processing, reporting of the conditions are delayed or modified based on a tracked edge detection status. Thereby permitting the infeed module to perform proper ejection processing on both windowed and non-windowed media regardless of the dimensions present for any windowed portions of the media.