Search Results for author: Angelos Zavras

Found 3 papers, 2 papers with code

Mind the Modality Gap: Towards a Remote Sensing Vision-Language Model via Cross-modal Alignment

no code implementations15 Feb 2024 Angelos Zavras, Dimitrios Michail, Begüm Demir, Ioannis Papoutsis

Our two-stage procedure, comprises of robust fine-tuning CLIP in order to deal with the distribution shift, accompanied by the cross-modal alignment of a RS modality encoder, in an effort to extend the zero-shot capabilities of CLIP.

Cross-Modal Retrieval Image Classification +1

Benchmarking and scaling of deep learning models for land cover image classification

1 code implementation18 Nov 2021 Ioannis Papoutsis, Nikolaos-Ioannis Bountos, Angelos Zavras, Dimitrios Michail, Christos Tryfonopoulos

In this work, we use the BigEarthNet Sentinel-2 dataset to benchmark for the first time different state-of-the-art DL models for the multi-label, multi-class LULC image classification problem, contributing with an exhaustive zoo of 60 trained models.

 Ranked #1 on Multi-Label Image Classification on BigEarthNet (official split metric)

Benchmarking Classification +2

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