Search Results for author: Konrad Heidler

Found 3 papers, 3 papers with code

Self-supervised Audiovisual Representation Learning for Remote Sensing Data

1 code implementation2 Aug 2021 Konrad Heidler, Lichao Mou, Di Hu, Pu Jin, Guangyao Li, Chuang Gan, Ji-Rong Wen, Xiao Xiang Zhu

By fine-tuning the models on a number of commonly used remote sensing datasets, we show that our approach outperforms existing pre-training strategies for remote sensing imagery.

Representation Learning Transfer Learning

Aerial Scene Understanding in The Wild: Multi-Scene Recognition via Prototype-based Memory Networks

1 code implementation22 Apr 2021 Yuansheng Hua, Lichao Moua, Jianzhe Lin, Konrad Heidler, Xiao Xiang Zhu

To be more specific, we first learn the prototype representation of each aerial scene from single-scene aerial image datasets and store it in an external memory.

Retrieval Scene Recognition +1

HED-UNet: Combined Segmentation and Edge Detection for Monitoring the Antarctic Coastline

1 code implementation2 Mar 2021 Konrad Heidler, Lichao Mou, Celia Baumhoer, Andreas Dietz, Xiao Xiang Zhu

Deep learning-based coastline detection algorithms have begun to outshine traditional statistical methods in recent years.

Edge Detection Semantic Segmentation

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