Bifa: Remote sensing image change detection with bitemporal feature alignment

H Zhang, H Chen, C Zhou, K Chen… - … on Geoscience and …, 2024 - ieeexplore.ieee.org
Despite the success of deep learning-based change detection (CD) methods, their existing
insufficiency in temporal (channel and spatial) and multiscale alignment has rendered them …

Change-agent: Towards interactive comprehensive remote sensing change interpretation and analysis

C Liu, K Chen, H Zhang, Z Qi, Z Zou… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Monitoring changes in the Earth's surface is crucial for understanding natural processes and
human impacts, necessitating precise and comprehensive interpretation methodologies …

Rscama: Remote sensing image change captioning with state space model

C Liu, K Chen, B Chen, H Zhang… - IEEE Geoscience and …, 2024 - ieeexplore.ieee.org
Remote sensing image change captioning (RSICC) aims to describe surface changes
between multitemporal remote sensing images in language, including the changed object …

Semantic-cc: Boosting remote sensing image change captioning via foundational knowledge and semantic guidance

Y Zhu, L Li, K Chen, C Liu, F Zhou… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Remote sensing image change captioning (RSICC) aims to articulate the changes in objects
of interest within bitemporal remote sensing images using natural language. Given the …

A multiscale grou** transformer with clip latents for remote sensing image captioning

L Meng, J Wang, R Meng, Y Yang… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Recent progress has shown that integrating multiscale visual features with advanced
Transformer architectures is a promising approach for remote sensing image captioning …

Remote Sensing Temporal Vision-Language Models: A Comprehensive Survey

C Liu, J Zhang, K Chen, M Wang, Z Zou… - arxiv preprint arxiv …, 2024 - arxiv.org
Temporal image analysis in remote sensing has traditionally centered on change detection,
which identifies regions of change between images captured at different times. However …

Metaearth: A generative foundation model for global-scale remote sensing image generation

Z Yu, C Liu, L Liu, Z Shi, Z Zou - IEEE Transactions on Pattern …, 2024 - ieeexplore.ieee.org
The recent advancement of generative foundational models has ushered in a new era of
image generation in the realm of natural images, revolutionizing art design, entertainment …

Single-stream extractor network with contrastive pre-training for remote sensing change captioning

Q Zhou, J Gao, Y Yuan, Q Wang - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Remote-sensing (RS) image change captioning (RSICC) is a visual semantic understanding
task that has received increasing attention. The change captioning methods are required to …

A lightweight sparse focus transformer for remote sensing image change captioning

D Sun, Y Bao, J Liu, X Cao - IEEE Journal of Selected Topics in …, 2024 - ieeexplore.ieee.org
Remote sensing image change captioning (RSICC) aims to automatically generate
sentences that describe content differences in remote sensing bitemporal images. Recently …

Towards vision-language geo-foundation model: A survey

Y Zhou, L Feng, Y Ke, X Jiang, J Yan, X Yang… - arxiv preprint arxiv …, 2024 - arxiv.org
Vision-Language Foundation Models (VLFMs) have made remarkable progress on various
multimodal tasks, such as image captioning, image-text retrieval, visual question answering …