4 papers
GeoBenchLLM: A Comprehensive Benchmark for Evaluating LLMs on Geo-Related Tasks
Rodrigo Ferreira Rodrigues, Karim Radouane, Jose G Moreno +1
In the context of geodata, existing Large Language Models have often been studied in a homogeneous setting, which has considerably limited insights into their generalization capabi…
Geo-Spatial Concept Probing of Large Language Models: Abstraction, Compositionality, and Grounding
Karim Radouane, Jose G Moreno, Lynda Tamine
Understanding concepts is fundamental to generalization. Despite their impressive performance on a wide range of tasks, Large Language Models (LLMs) still struggle with genuine con…
MB-ORES: A Multi-Branch Object Reasoner for Visual Grounding in Remote Sensing
Karim Radouane, Hanane Azzag, Mustapha lebbah
We propose a unified framework that integrates object detection (OD) and visual grounding (VG) for remote sensing (RS) imagery. To support conventional OD and establish an intuitiv…
Transformer with Controlled Attention for Synchronous Motion Captioning
Karim Radouane, Sylvie Ranwez, Julien Lagarde +1
In this paper, we address a challenging task, synchronous motion captioning, that aim to generate a language description synchronized with human motion sequences. This task pertain…