Search Results for author: Ahmet Kerem Aksoy

Found 3 papers, 2 papers with code

Satellite Image Search in AgoraEO

no code implementations23 Aug 2022 Ahmet Kerem Aksoy, Pavel Dushev, Eleni Tzirita Zacharatou, Holmer Hemsen, Marcela Charfuelan, Jorge-Arnulfo Quiané-Ruiz, Begüm Demir, Volker Markl

To address this limitation, we have recently proposed MiLaN, a content-based image retrieval approach for fast similarity search in satellite image archives.

Content-Based Image Retrieval Deep Hashing +2

A Consensual Collaborative Learning Method for Remote Sensing Image Classification Under Noisy Multi-Labels

1 code implementation12 May 2021 Ahmet Kerem Aksoy, Mahdyar Ravanbakhsh, Tristan Kreuziger, Begum Demir

The proposed CCML identifies, ranks and corrects training images with noisy multi-labels through four main modules: 1) discrepancy module; 2) group lasso module; 3) flipping module; and 4) swap module.

Image Classification Multi-Label Classification +2

Multi-Label Noise Robust Collaborative Learning for Remote Sensing Image Classification

1 code implementation19 Dec 2020 Ahmet Kerem Aksoy, Mahdyar Ravanbakhsh, Begüm Demir

To address this problem, the publicly available thematic products, which can include noisy labels, can be used to annotate RS images with zero-labeling cost.

Image Classification Multi-Label Classification +2

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