Remote sensing of the suspended particulate matter (SPM) concentration (unit: mg l −1 ) in the surface water is driven by its close ties with the environment-and climate-related problems. The suspended particles, living or nonliving, organic or inorganic, absorb and scatter sunlight penetrating through the upper water column, influencing the water turbidity and color (Kirk, 1994). Additionally, pollutants can attach to the suspended particles and disperse farther with them (James, 2002). Government-led environmental agencies, such as the US Environmental Protection Agency (EPA), have designated SPM as a conventional water quality parameter (Bilotta & Brazier, 2008). In the land-ocean interface zones, sediments from river discharge, shoreline erosion, and bottom resuspension can be transported by currents or settle down the water column. Satellite-derived SPM products are useful for tracing ocean currents (Yang et al., 2014), for sediment transport modeling with satellite assimilation (Ouillon et al., 2004;Stroud et al., 2009) and for global land-ocean flux (Milliman & Farnsworth, 2011). In open oceans, the suspended particles within the