3 papers indexed
Brian Wei, Srikumar Sastry, Daniel Cher, Eric Xing, Nathan Jacobs
Generative models have achieved remarkable progress, yet applying them to satellite imagery remains challenging. Unlike natural imagery, satellite scenes are structured by spatially complex and semantically distinct geometries. Prior work addresses this complexity by adapting nat…
Daniel Cher, Hamza Iqbal, Eric Xing, Brian Wei, Nathan Jacobs
Geolocation encoders, which map geographic coordinates to learned representations, are emerging as an effective means of capturing visual and non-visual characteristics from a latitude-longitude pair alone. However, existing approaches project coordinates onto fixed bases (e.g.,…
Han Guo, Youwei Liang, Xingyi Cheng, Caleb Ellington, Pengtao Xie, Le Song, et al.
Abstract Machine learning accelerates biomedical discovery, but creating effective predictive models requires specialized human expertise and demanding manual effort. Researchers must iteratively design pipelines, select architectures, and debug code. This challenge is particular…