3 papers
cs.CV2026
VPRef: A Cross-Domain Benchmark for Referring Remote Sensing Image Segmentation
Quanwei Liu, Tao Huang, Jiaqi Yang +1
Rapid advancements in vision-language models have propelled Referring Remote Sensing Image Segmentation (RRSIS) to the forefront of Earth observation. However, practical deployment…
cs.CV2025
From Pixels to Images: A Structural Survey of Deep Learning Paradigms in Remote Sensing Image Semantic Segmentation
Quanwei Liu, Tao Huang, Jiaqi Yang +1
Remote sensing images (RSIs) capture both natural and human-induced changes on the Earth's surface. Semantic segmentation (SS) of RSIs enables the fine-grained interpretation of su…
cs.CV2025
Dual Classification Head Self-training Network for Cross-scene Hyperspectral Image Classification
Rong Liu, Junye Liang, Jiaqi Yang +2
Due to the difficulty of obtaining labeled data for hyperspectral images (HSIs), cross-scene classification has emerged as a widely adopted approach in the remote sensing community…