dense perception 1language-image pretraining 1open-vocabulary detection 1spatial attention 1synonym consistency 1
From the 1 of 3 linked papers with an AI index.
3 papers
cs.CV2026
SynCLIP: Synonym-Coherent Language-Image Pretraining for Robust Open-Vocabulary Dense Perception
Mingjie Xie, Guangjun He, Dongli Xu +5
The paper introduces SynCLIP, a language‑image pretraining framework that aligns spatial attention across synonymous textual expressions to improve the robustness of open‑vocabular…
cs.MA2026
Bridging Perception and Action: A Lightweight Multimodal Meta-Planner Framework for Robust Earth Observation Agents
Jinghui Xu, Boyi Shangguan, Mengke Zhu +10
Autonomous Earth Observation (EO) agents are transitioning from passive perception to complex, multi-step task execution. However, current architectures that integrate planning and…
cs.CV2024
Band Prompting Aided SAR and Multi-Spectral Data Fusion Framework for Local Climate Zone Classification
Haiyan Lan, Shujun Li, Mingjie Xie +6
Local climate zone (LCZ) classification is of great value for understanding the complex interactions between urban development and local climate. Recent studies have increasingly f…