Search Results for author: Roshni Kamath

Found 5 papers, 4 papers with code

BOWLL: A Deceptively Simple Open World Lifelong Learner

1 code implementation7 Feb 2024 Roshni Kamath, Rupert Mitchell, Subarnaduti Paul, Kristian Kersting, Martin Mundt

The quest to improve scalar performance numbers on predetermined benchmarks seems to be deeply engraved in deep learning.

Novel Concepts

Masked Autoencoders are Efficient Continual Federated Learners

1 code implementation6 Jun 2023 Subarnaduti Paul, Lars-Joel Frey, Roshni Kamath, Kristian Kersting, Martin Mundt

In parts, federated learning lifts this assumption, as it sets out to solve the real-world challenge of collaboratively learning a shared model from data distributed across clients.

Continual Learning Federated Learning +1

Predicting Soil Properties from Hyperspectral Satellite Images

1 code implementation Conference 2022 Rıdvan Salih Kuzu, Frauke Albrecht, Caroline Arnold, Roshni Kamath

The AI4EO HYPERVIEW challenge seeks machine learning methods that predict agriculturally relevant soil parameters (K, Mg, P2O5, pH) from airborne hyperspectral images.

Seeing Beyond the Visible

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