Systems and methods for tracking missed tassels left by a detasseling machine. Rear-facing image data is captured by a camera positioned with a field of view behind the detasseling machine and image processing is applied to the rear-facing image data to quantity a missed tassel metric for a geospatial area. An indication of the missed tassel metric is displayed to an operator of the detasseling machine. In some implementations, the displayed indication of the missed tassel metric is updated in near real-time as the detasseling machine continue to operate in the crop field as an accumulated total missed tassel percentage for the entire crop field and/or as a missed tassel map indicating a percentage of missed tassels for each of a plurality of different geospatial sub-areas in the crop field.