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20232025
most citedDIPPM: a Deep Learning Inference Performance Predictive Model using Graph Neural Networks

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cs.CV2024

Rapid Adaptation of Earth Observation Foundation Models for Segmentation

Karthick Panner Selvam, Raul Ramos-Pollan, Freddie Kalaitzis

This study investigates the efficacy of Low-Rank Adaptation (LoRA) in fine-tuning Earth Observation (EO) foundation models for flood segmentation. We hypothesize that LoRA, a param…

cs.CV2024

Uncertainty and Generalizability in Foundation Models for Earth Observation

Raul Ramos-Pollan, Freddie Kalaitzis, Karthick Panner Selvam

We take the perspective in which we want to design a downstream task (such as estimating vegetation coverage) on a certain area of interest (AOI) with a limited labeling budget. By…