Marc Rußwurm

About Marc Rußwurm

Marc Rußwurm, With an exceptional h-index of 16 and a recent h-index of 16 (since 2020), a distinguished researcher at Technische Universität München, specializes in the field of Time Series, Machine Learning, Remote Sensing, Earth observation.

His recent articles reflect a diverse array of research interests and contributions to the field:

Analyzing Spatio-Temporal Machine Learning Models through Input Perturbation

Linking deep learning-based forest cover maps to treeline spatio-temporal patterns

Multi-temporal forest monitoring in the Swiss Alps with knowledge-guided deep learning

Mapping drivers of tropical forest loss with satellite image time series and machine learning

Where the White Continent is blue: Deep learning locates bare ice in Antarctica

Meta-learning to address diverse Earth observation problems across resolutions

WildCLIP: Scene and animal attribute retrieval from camera trap data with domain-adapted vision-language models

Imbalance-aware Presence-only Loss Function for Species Distribution Modeling

Marc Rußwurm Information

University

Position

___

Citations(all)

1797

Citations(since 2020)

1765

Cited By

452

hIndex(all)

16

hIndex(since 2020)

16

i10Index(all)

19

i10Index(since 2020)

19

Email

University Profile Page

Google Scholar

Marc Rußwurm Skills & Research Interests

Time Series

Machine Learning

Remote Sensing

Earth observation

Top articles of Marc Rußwurm

Title

Journal

Author(s)

Publication Date

Analyzing Spatio-Temporal Machine Learning Models through Input Perturbation

Claire Robin

Vitus Benson

Christan Requena-Mesa

Lazaro Alonso

Jeran Poehls

...

2024/3/7

Linking deep learning-based forest cover maps to treeline spatio-temporal patterns

Thiên-Anh Nguyen

Marc Rußwurm

Gaston Lenczner

Devis Tuia

2024/3/7

Multi-temporal forest monitoring in the Swiss Alps with knowledge-guided deep learning

Remote Sensing of Environment

Thiên-Anh Nguyen

Marc Rußwurm

Gaston Lenczner

Devis Tuia

2024/5/1

Mapping drivers of tropical forest loss with satellite image time series and machine learning

Environmental Research Letters

Jan Pisl

Marc Rußwurm

Lloyd Hughes

Gaston Lenczner

Linda See

...

2024/4/29

Where the White Continent is blue: Deep learning locates bare ice in Antarctica

Geophysical Research Letters

Veronica Tollenaar

Harry Zekollari

Frank Pattyn

Marc Rußwurm

Benjamin Kellenberger

...

2024/2/16

Meta-learning to address diverse Earth observation problems across resolutions

Communications Earth & Environment

Marc Rußwurm

Sherrie Wang

Benjamin Kellenberger

Ribana Roscher

Devis Tuia

2024/1/12

WildCLIP: Scene and animal attribute retrieval from camera trap data with domain-adapted vision-language models

International Journal of Computer Vision (in press) & bioRxiv

Valentin Gabeff

Marc Russwurm

Devis Tuia

Alexander Mathis

2023

Imbalance-aware Presence-only Loss Function for Species Distribution Modeling

arXiv preprint arXiv:2403.07472

Robin Zbinden

Nina van Tiel

Marc Rußwurm

Devis Tuia

2024/3/12

Data-Centric Machine Learning for Geospatial Remote Sensing Data

arXiv preprint arXiv:2312.05327

Ribana Roscher

Marc Rußwurm

Caroline Gevaert

Michael Kampffmeyer

Jefersson A dos Santos

...

2023/12/8

Semi-Supervised Deep Learning Representations in Earth Observation Based Forest Management

Oleg Antropov

Matthieu Molinier

Rıdvan Salih Kuzu

Lloyd Hughes

Marc Rußwurm

...

2023/7/16

Mapping forest cover dynamics in the Swiss Alps using 70 years of aerial imagery

EGU General Assembly Conference Abstracts

Thiên-Anh Nguyen

Marc Rußwurm

Benjamin Kellenberger

Devis Tuia

2023/5

RepreSent: Non-supervised Representation Learning for Sentinels

Corneliu Octavian Dumitru

Ridvan Salih Kuzu

Lloyd Hughes

Marc Russwurm

Devis Tuia

...

2023

Towards Global, General-Purpose Pretrained Geographic Location Encoders

Konstantin Klemmer

Esther Rolf

Caleb Robinson

Lester Mackey

Marc Rußwurm

2023/12/7

Classification of Tropical Deforestation Drivers with Machine Learning and Satellite Image Time Series

Jan Pisl

Lloyd Haydn Hughes

Marc Rußwurm

Devis Tuia

2023/7/16

A new blue ice area map of Antarctica

EGU General Assembly Conference Abstracts

Veronica Tollenaar

Harry Zekollari

Devis Tuia

Marc Rußwurm

Benjamin Kellenberger

...

2023/5

Blue ice in Antarctica: The gateway to travel in time and space

Veronica Tollenaar

Harry Zekollari

Devis Tuia

Marc Rußwurm

Benjamin Kellenberger

...

2023

SatCLIP: Global, general-purpose location embeddings with satellite imagery

arXiv preprint arXiv:2311.17179

Konstantin Klemmer

Esther Rolf

Caleb Robinson

Lester Mackey

Marc Rußwurm

2023/11/28

Detection of settlements in tanzania and mozambique by many regional few-shot models

Marc Rußwurm

Lloyd Haydn Hughes

Giorgio Pasquali

Corneliu Octavian Dumitru

Devis Tuia

2023/7/16

Short-term runoff forecasting in an alpine catchment with a long short-term memory neural network

Frontiers in Water

Corinna Frank

Marc Rußwurm

Javier Fluixa-Sanmartin

Devis Tuia

2023/4/17

Geographic location encoding with spherical harmonics and sinusoidal representation networks

arXiv preprint arXiv:2310.06743

Marc Rußwurm

Konstantin Klemmer

Esther Rolf

Robin Zbinden

Devis Tuia

2023/10/10

See List of Professors in Marc Rußwurm University(Technische Universität München)

Co-Authors

academic-engine