Multi-Spectral Remote Sensing Image Retrieval Using Geospatial Foundation Models

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.

Image Retrieval Retrieval

TensorBank: Tensor Lakehouse for Foundation Model Training

no code implementations • 5 Sep 2023 • Romeo Kienzler, Leonardo Pondian Tizzei, Benedikt Blumenstiel, Zoltan Arnold Nagy, S. Karthik Mukkavilli, Johannes Schmude, Marcus Freitag, Michael Behrendt, Daniel Salles Civitarese, Naomi Simumba, Daiki Kimura, Hendrik Hamann

Storing and streaming high dimensional data for foundation model training became a critical requirement with the rise of foundation models beyond natural language.

What a MESS: Multi-Domain Evaluation of Zero-Shot Semantic Segmentation

1 code implementation • NeurIPS 2023 • Benedikt Blumenstiel, Johannes Jakubik, Hilde Kühne, Michael Vössing

To address this problem, zero-shot semantic segmentation makes use of large self-supervised vision-language models, allowing zero-shot transfer to unseen classes.

Segmentation Semantic Segmentation +1

Instance Selection Mechanisms for Human-in-the-Loop Systems in Few-Shot Learning

1 code implementation • 14 Jul 2022 • Johannes Jakubik, Benedikt Blumenstiel, Michael Vössing, Patrick Hemmer

Few-shot learning addresses this challenge and reduces data gathering and labeling costs by learning novel classes with very few labeled data.

BIG-bench Machine Learning Few-Shot Learning