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Sunand Raghupathi

2 accepted papers

2022

ClimateGAN: Raising Climate Change Awareness by Generating Images of Floods

ICLR 2022poster

Climate change is a major threat to humanity and the actions required to prevent its catastrophic consequences include changes in both policy-making and individual behaviour. However, taking action requires understanding its seemingly abstract and distant consequences. Projecting the potential impac…

Cited by 26SourcePDFScholar
2021

Beyond Categorical Label Representations for Image Classification

ICLR 2021poster

We find that the way we choose to represent data labels can have a profound effect on the quality of trained models. For example, training an image classifier to regress audio labels rather than traditional categorical probabilities produces a more reliable classification. This result is surprising,…