We introduce an automatic underwater video-based system for estimating features such as length and 3-D velocity of fish from a single-view camera system. Artificial light provides a high contrast object shadow, which is exploited both in the segmentation process, and to achieve 3-D inference about the fish. The proposed video segmentation method is demonstrated successfully on video-recordings of Greenland halibut.