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Change detection of multisource remote sensing images: a review
Change detection (CD) is essential in remote sensing (RS) for natural resource monitoring,
territorial planning, and disaster assessment. With the abundance of data collected by …
territorial planning, and disaster assessment. With the abundance of data collected by …
[HTML][HTML] Deep learning change detection techniques for optical remote sensing imagery: Status, perspectives and challenges
Change detection (CD) aims to compare and analyze images of identical geographic areas
but different dates, whereby revealing spatio-temporal change patterns of Earth's surface …
but different dates, whereby revealing spatio-temporal change patterns of Earth's surface …
Semantic-cc: Boosting remote sensing image change captioning via foundational knowledge and semantic guidance
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 …
of interest within bitemporal remote sensing images using natural language. Given the …
Time travelling pixels: Bitemporal features integration with foundation model for remote sensing image change detection
Change detection, a prominent research area in remote sensing, is pivotal in observing and
analyzing surface transformations. Despite significant advancements achieved through …
analyzing surface transformations. Despite significant advancements achieved through …
Pixel-level change detection pseudo-label learning for remote sensing change captioning
The existing Remote Sensing Image Change Captioning (RSICC) methods perform well in
simple scenes but exhibit poorer performance in complex scenes. This limitation is primarily …
simple scenes but exhibit poorer performance in complex scenes. This limitation is primarily …
When Geoscience Meets Foundation Models: Toward a general geoscience artificial intelligence system
Artificial intelligence (AI) has significantly advanced Earth sciences, yet its full potential in to
comprehensively modeling Earth's complex dynamics remains unrealized. Geoscience …
comprehensively modeling Earth's complex dynamics remains unrealized. Geoscience …
Changeminds: Multi-task framework for detecting and describing changes in remote sensing
Recent advancements in Remote Sensing (RS) for Change Detection (CD) and Change
Captioning (CC) have seen substantial success by adopting deep learning techniques …
Captioning (CC) have seen substantial success by adopting deep learning techniques …
A multi-task network and two large scale datasets for change detection and captioning in remote sensing images
J Shi, M Zhang, Y Hou, R Zhi… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Remote sensing change detection (RSCD) recognizes pixel-level change regions between
images, while remote sensing change captioning (RSCC) describes the nature and …
images, while remote sensing change captioning (RSCC) describes the nature and …
Enhancing perception of key changes in remote sensing image change captioning
Recently, while significant progress has been made in remote sensing image change
captioning, existing methods fail to filter out areas unrelated to actual changes, making …
captioning, existing methods fail to filter out areas unrelated to actual changes, making …
Text2Earth: Unlocking Text-driven Remote Sensing Image Generation with a Global-Scale Dataset and a Foundation Model
Generative foundation models have advanced large-scale text-driven natural image
generation, becoming a prominent research trend across various vertical domains …
generation, becoming a prominent research trend across various vertical domains …