Impact statement: We do not see any major ethical consequences of this work. Our work has implications in the fields of exploratory imaging — earthquake detection, medical imaging etc. Our work improves the quality and reliability of imaging in these fields. Improving these fields has direct societal impact in finding new natural preserves, improved diagnosis in healthcare etc. A failure of our system leaves machine learning unreliable in exploratory imaging. Our method provides strong out-of-distribution generalization and hence is not biased according to the data.