Author

Xin He

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Preprint Aug 2026

AdaDINO: Pair-Aware In-Backbone Adaptation of Frozen DINO for Efficient Remote Sensing Change Detection

Vision foundation models (VFMs) such as DINO are pretrained for single-image representation, whereas remote sensing change detection requires reasoning over a bi-temporal pair. Existing VFM-based methods usually encode the two images independently and compare them only afterward, leaving the VFM backbone unaware of cro...

Xu Zhang, Xinqi Li, Jianpeng Xie et al. · 0 citations

Preprint Aug 2026

LAD-COD: Language-Aligned Dense Perception for Camouflaged Object Detection

Camouflaged object detection (COD) aims to segment objects that exhibit high visual similarity to their surroundings, which reduces foreground-background discriminability and weakens boundary evidence across appearance, texture, and structure. Such limitations motivate the use of instruction-conditioned semantics as to...

Shangye Song, Tianzhi Zhu, Syed Ariff Syed Hesham et al. · 0 citations