Search Results for author: Ioannis Kakogeorgiou

Found 5 papers, 4 papers with code

Keep It SimPool: Who Said Supervised Transformers Suffer from Attention Deficit?

1 code implementation ICCV 2023 Bill Psomas, Ioannis Kakogeorgiou, Konstantinos Karantzalos, Yannis Avrithis

By discussing the properties of each group of methods, we derive SimPool, a simple attention-based pooling mechanism as a replacement of the default one for both convolutional and transformer encoders.

Image Classification Image Retrieval +5

MARIDA: A benchmark for Marine Debris detection from Sentinel-2 remote sensing data

1 code implementation Plos one journal 2022 Katerina Kikaki, Ioannis Kakogeorgiou, Paraskevi Mikeli, Dionysios E. Raitsos, Konstantinos Karantzalos

Currently, a significant amount of research is focused on detecting Marine Debris and assessing its spectral behaviour via remote sensing, ultimately aiming at new operational monitoring solutions.

Image Segmentation Multi-Label Classification +3

Evaluating explainable artificial intelligence methods for multi-label deep learning classification tasks in remote sensing

no code implementations3 Apr 2021 Ioannis Kakogeorgiou, Konstantinos Karantzalos

Although deep neural networks hold the state-of-the-art in several remote sensing tasks, their black-box operation hinders the understanding of their decisions, concealing any bias and other shortcomings in datasets and model performance.

Explainable artificial intelligence Explainable Artificial Intelligence (XAI) +1

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