81 citations · 107 across the 4 of their papers we have counts for
4 papers
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…
On Pitfalls of : Data Processing Inequality Perspective
Junhwa Song, Keumgang Cha, Junghoon Seo
The RemOve-And-Retrain (ROAR) benchmark is widely used to evaluate feature attribution methods, yet its validity remains underexplored from an information-theoretic perspective. We…
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…
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…