Encoding multichannel Earth system data with standard video codecs (x265, VP9) yields 8 to 250 times smaller files at 40 to 66 dB PSNR, with no measured loss on two downstream deep learning tasks.
Deep learning and process understanding for data-driven earth system science,
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Video Compression for Spatiotemporal Earth System Data
Encoding multichannel Earth system data with standard video codecs (x265, VP9) yields 8 to 250 times smaller files at 40 to 66 dB PSNR, with no measured loss on two downstream deep learning tasks.