no code implementations • 4 Sep 2023 • Yuchang Jiang, Marius Rüetschi, Vivien Sainte Fare Garnot, Mauro Marty, Konrad Schindler, Christian Ginzler, Jan D. Wegner
Our results demonstrate that vegetation height maps computed from satellite imagery with deep learning are a valuable, complementary, cost-effective source of evidence to increase the temporal resolution for national forest assessments.
no code implementations • 24 May 2023 • Yuchang Jiang, Vivien Sainte Fare Garnot, Konrad Schindler, Jan Dirk Wegner
For regression, recent work relies on the continuity of the distribution; whereas for classification there has been a trend to employ mixture-of-expert models and let some ensemble members specialize in predictions for the sparser regions.
2 code implementations • 19 Jul 2021 • Manu Tom, Yuchang Jiang, Emmanuel Baltsavias, Konrad Schindler
Our application problem is the monitoring of lake ice on Alpine lakes.