5 papers
Probing Geospatial SSL Representations with Environmental Signals
Rohita Mocharla, Vishal M. Patel
Self-supervised learning (SSL) is designed to learn generic, transferable representations rather than representations optimized for a single task. Most geospatial benchmarks evalua…
RemoteVAR: Autoregressive Visual Modeling for Remote Sensing Change Detection
Yilmaz Korkmaz, Vishal M. Patel
Remote sensing change detection aims to localize and characterize scene changes between two time points and is central to applications such as environmental monitoring and disaster…
Referring Change Detection in Remote Sensing Imagery
Yilmaz Korkmaz, Jay N. Paranjape, Celso M. de Melo +1
Change detection in remote sensing imagery is essential for applications such as urban planning, environmental monitoring, and disaster management. Traditional change detection met…
MambaRecon: MRI Reconstruction with Structured State Space Models
Yilmaz Korkmaz, Vishal M. Patel
Magnetic Resonance Imaging (MRI) is one of the most important medical imaging modalities as it provides superior resolution of soft tissues, albeit with a notable limitation in sca…
I2I-Galip: Unsupervised Medical Image Translation Using Generative Adversarial CLIP
Yilmaz Korkmaz, Vishal M. Patel
Unpaired image-to-image translation is a challenging task due to the absence of paired examples, which complicates learning the complex mappings between the distinct distributions…