3 papers
cs.CV2025
PMPGuard: Catching Pseudo-Matched Pairs in Remote Sensing Image-Text Retrieval
Pengxiang Ouyang, Qing Ma, Zheng Wang +1
Remote sensing (RS) image-text retrieval faces significant challenges in real-world datasets due to the presence of Pseudo-Matched Pairs (PMPs), semantically mismatched or weakly a…
cs.CV2025
PriorCLIP: Visual Prior Guided Vision-Language Model for Remote Sensing Image-Text Retrieval
Jiancheng Pan, Muyuan Ma, Qing Ma +2
Remote sensing image-text retrieval plays a crucial role in remote sensing interpretation, yet remains challenging under both closed-domain and open-domain scenarios due to semanti…
cs.CV2024
Direction-Oriented Visual-semantic Embedding Model for Remote Sensing Image-text Retrieval
Qing Ma, Jiancheng Pan, Cong Bai
Image-text retrieval has developed rapidly in recent years. However, it is still a challenge in remote sensing due to visual-semantic imbalance, which leads to incorrect matching o…