Going beyond BEDMAP2 using a super resolution deep neural network. Also a convenient flat file data repository for high resolution bed elevation datasets around Antarctica.
GNU Lesser General Public License v3.0
43
stars
26
forks
source link
Train and tune ESRGAN with Antarctic Snow Accumulation input #151
Extends #146 to actually use the Antarctic Snow Accumulation dataset by Arthern et al. 2006 in our adapted Enhanced Super Resolution Generative Adversarial Network model!
TODO:
[x] Establish a 'pre-' baseline without the Snow Accumulation input (7dec5b5cdfc5934454507b7a91d5bdab00001031)
[x] Extend the DeepBedMap ESRGAN model to take in Snow Accumulation as input W3 (054e2953210f24844654ce78920d4afd834c5174)
[x] Retune hyperparameters, set new hyperparameter defaults, update figures (83e956db3c36d9fd40f41e7d905889fa1fe08bfa, 75266fc181d8ed4961cb44cd17080b6a80a042ee, e8ae2740061424fd78e34c5bdacf9c6e852b6168)
Extends #146 to actually use the Antarctic Snow Accumulation dataset by Arthern et al. 2006 in our adapted Enhanced Super Resolution Generative Adversarial Network model!
TODO:
W3
(054e2953210f24844654ce78920d4afd834c5174)