Recent advances of target tracking applications in aquaculture with emphasis on fish

•A survey of machine vision for fish tracking in aquaculture.•A taxonomy of the techniques and classify the papers based on the taxonomy.•An analysis of fish detection and tracking methods.•A review of the application of fish tracking technology in fish research.•Summarized the datasets that can be used for fish tracking.