Search Results for author: Robin Zbinden

Found 5 papers, 2 papers with code

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

no code implementations12 Mar 2024 Robin Zbinden, Nina van Tiel, Marc Rußwurm, Devis Tuia

In the face of significant biodiversity decline, species distribution models (SDMs) are essential for understanding the impact of climate change on species habitats by connecting environmental conditions to species occurrences.

On the selection and effectiveness of pseudo-absences for species distribution modeling with deep learning

no code implementations3 Jan 2024 Robin Zbinden, Nina van Tiel, Benjamin Kellenberger, Lloyd Hughes, Devis Tuia

Notably, the significant class imbalance between species presences and pseudo-absences is often left unaddressed.

Geographic Location Encoding with Spherical Harmonics and Sinusoidal Representation Networks

1 code implementation10 Oct 2023 Marc Rußwurm, Konstantin Klemmer, Esther Rolf, Robin Zbinden, Devis Tuia

At the same time, little attention has been paid to the exact design of the neural network architectures with which these functional embeddings are combined.

Implementing and Experimenting with Diffusion Models for Text-to-Image Generation

1 code implementation22 Sep 2022 Robin Zbinden

In this thesis, we aim to contribute by firstly reviewing the different approaches and techniques used by these models, and then by proposing our own implementation of a text-to-image model.

Text-to-Image Generation

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