4 papers · 1 filter
Pattern Integration and Enhancement Vision Transformer for Self-Supervised Learning in Remote Sensing
Kaixuan Lu, Ruiqian Zhang, Xiao Huang +7
Recent self-supervised learning (SSL) methods have demonstrated impressive results in learning visual representations from unlabeled remote sensing images. However, most remote sen…
Dynamic Loss Decay based Robust Oriented Object Detection on Remote Sensing Images with Noisy Labels
Guozhang Liu, Ting Liu, Mengke Yuan +5
The ambiguous appearance, tiny scale, and fine-grained classes of objects in remote sensing imagery inevitably lead to the noisy annotations in category labels of detection dataset…
HGDNet: A Height-Hierarchy Guided Dual-Decoder Network for Single View Building Extraction and Height Estimation
Chaoran Lu, Ningning Cao, Pan Zhang +7
Unifying the correlative single-view satellite image building extraction and height estimation tasks indicates a promising way to share representations and acquire generalist model…
Fine-grained building roof instance segmentation based on domain adapted pretraining and composite dual-backbone
Guozhang Liu, Baochai Peng, Ting Liu +7
The diversity of building architecture styles of global cities situated on various landforms, the degraded optical imagery affected by clouds and shadows, and the significant inter…