2 papers
cs.CV2026
When Does Resolution Help a Frozen Backbone? Global Attention at Resolution Predicts Scalable Adaptation for Camouflaged and Marine Animal Segmentation
Tyler Rust, Chandra Kambhamettu
Adapting frozen vision foundation models to fine-grained segmentation now largely depends on backbone selection. Whether the backbone applies global attention to a high-resolution…
cs.CV2026
NeXt2Former-CD: Efficient Remote Sensing Change Detection with Modern Vision Architectures
Yufan Wang, Sokratis Makrogiannis, Chandra Kambhamettu
State Space Models (SSMs) have recently gained traction in remote sensing change detection (CD) for their favorable scaling properties. In this paper, we explore the potential of m…