no code implementations • 26 Mar 2024 • Carlos Gomes, Thomas Brunschwiler
We introduce Neural Embedding Compression (NEC), based on the transfer of compressed embeddings to data consumers instead of raw data.
1 code implementation • 4 Mar 2024 • Benedikt Blumenstiel, Viktoria Moor, Romeo Kienzler, Thomas Brunschwiler
Image retrieval enables an efficient search through vast amounts of satellite imagery and returns similar images to a query.
no code implementations • 3 Sep 2023 • Maximilian Nitsche, S. Karthik Mukkavilli, Niklas Kühl, Thomas Brunschwiler
To achieve robust and accurate evaluations of building damage detection and classification, we evaluated different deep learning models with residual, squeeze and excitation, and dual path network backbones, as well as ensemble techniques.
no code implementations • 23 Jan 2023 • Johannes Jakubik, Michal Muszynski, Michael Vössing, Niklas Kühl, Thomas Brunschwiler
However, DL-based approaches are designed for one specific task in a single geographic region based on specific frequency bands of satellite data.
no code implementations • 11 Nov 2019 • Anirban Das, Thomas Brunschwiler
Federated Learning enables training of a general model through edge devices without sending raw data to the cloud.