Few-Shot Scene Classification of Optical Remote Sensing Images Leveraging Calibrated Pretext Tasks
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Geoscience and Remote Sensing"
DOI: 10.1109/tgrs.2022.3184080
Abstract: Small data hold big artificial intelligence (AI) potential. As one of the promising small data AI approaches, few-shot learning has the goal to learn a model efficiently that can recognize novel classes with extremely limited… read more here.
Keywords: scene classification; pretext tasks; shot scene; remote sensing ... See more keywords
Two-Path Aggregation Attention Network With Quad-Patch Data Augmentation for Few-Shot Scene Classification
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Geoscience and Remote Sensing"
DOI: 10.1109/tgrs.2022.3197445
Abstract: The few-shot scene classification is dedicated to identifying unseen remote sensing classes when only a very small number of labeled samples are available for reference. Most of the existing few-shot scene classification methods are based… read more here.
Keywords: shot scene; scene classification; augmentation; scene ... See more keywords