Images and videos are useful to identify species. The use of image recognition software to detect and classify caught species automatically, which is already being tested or used in selected fisheries, could result in disruptive improvement of on-board observations and catch reporting and much better understanding of stocks and fisheries. The information they provide, when combined with catch reports, can radically change the number and quality of environmental and stock assessments.