81 citations · 107 across the 4 of their papers we have counts for
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cs.CV2024
Pushing the Limits of Vision-Language Models in Remote Sensing without Human Annotations
Keumgang Cha, Donggeun Yu, Junghoon Seo
The prominence of generalized foundation models in vision-language integration has witnessed a surge, given their multifarious applications. Within the natural domain, the procurem…
cs.CV2023★ 81 cited
A Billion-scale Foundation Model for Remote Sensing Images
Keumgang Cha, Junghoon Seo, Taekyung Lee
As the potential of foundation models in visual tasks has garnered significant attention, pretraining these models before downstream tasks has become a crucial step. The three key…
cs.CV2021★ 26 cited
Contrastive Multiview Coding with Electro-optics for SAR Semantic Segmentation
Keumgang Cha, Junghoon Seo, Yeji Choi
In the training of deep learning models, how the model parameters are initialized greatly affects the model performance, sample efficiency, and convergence speed. Representation le…