4 ms·
Sentinel-1 is the current workhorse for all sorts of InSAR things, but as you mentioned, the resolution is pretty meh for things like damage assessment. Beyond
by ritwikgupta 4y ago
Sentinel-1 is the current workhorse for all sorts of InSAR things, but as you mentioned, the resolution is pretty meh for things like damage assessment. Beyond InSAR, people have been doing change detection on GRDs to get damage proxy maps, but that provides areal information rather than instance.
An opportunity in this space is to build truly complex-valued neural networks to fully exploit SLCs and other phase-based information.
Thanks for thinking well of the work! We've been scaling out impact with AI + SAR over the last year. Some work you may be interested in is our work on detecting dark vessels from SAR which has led to the interdiction of illegal fishermen and human traffickers! [0][1]
[0] https://openreview.net/forum?id=PfyWdxM-S4N https://openreview.net/forum?id=PfyWdxM-S4N
[1] https://iuu.xview.us/ https://iuu.xview.us/