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Knowledge-aware Text-Image Retrieval for Remote Sensing Images
For this reason, as a matching-based task, cross-modal text-image retrieval often suffers from information asymmetry between texts and images.
ConGeo: Robust Cross-view Geo-localization across Ground View Variations
Cross-view geo-localization aims at localizing a ground-level query image by matching it to its corresponding geo-referenced aerial view.
ConVQG: Contrastive Visual Question Generation with Multimodal Guidance
However, generating focused questions using textual constraints while enforcing a high relevance to the image content remains a challenge, as VQG systems often ignore one or both forms of grounding.
Semi-Supervised Semantic Segmentation in Earth Observation: The MiniFrance Suite, Dataset Analysis and Multi-task Network Study
The development of semi-supervised learning techniques is essential to enhance the generalization capacities of machine learning algorithms.
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