Cover Image

CCExpert: Advancing MLLM Capability in Remote Sensing Change Captioning with Difference-Aware Integration and a Foundational Dataset

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Wang, Zhiming, Wang, Mingze, Xu, Sheng, Li, Yanjing, Zhang, Baochang
Format:	Preprint
Published:	2024
Subjects:	Computer Vision and Pattern Recognition
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

RSBuilding: Towards General Remote Sensing Image Building Extraction and Change Detection with Foundation Model
by: Wang, Mingze, et al.
Published: (2024)

BTCChat: Advancing Remote Sensing Bi-temporal Change Captioning with Multimodal Large Language Model
by: Li, Yujie, et al.
Published: (2025)

RSCC: A Large-Scale Remote Sensing Change Caption Dataset for Disaster Events
by: Chen, Zhenyuan, et al.
Published: (2025)

Enhancing Perception of Key Changes in Remote Sensing Image Change Captioning
by: Yang, Cong, et al.
Published: (2024)

Uncertainty-Aware Gradient Stabilization for Small Object Detection
by: Sun, Huixin, et al.
Published: (2023)

Semantic-CC: Boosting Remote Sensing Image Change Captioning via Foundational Knowledge and Semantic Guidance
by: Zhu, Yongshuo, et al.
Published: (2024)

SAM Guided Semantic and Motion Changed Region Mining for Remote Sensing Change Captioning
by: Wang, Futian, et al.
Published: (2025)

HiSem: Hierarchical Semantic Disentangling for Remote Sensing Image Change Captioning
by: Wang, Man, et al.
Published: (2026)

Pixel-Level Change Detection Pseudo-Label Learning for Remote Sensing Change Captioning
by: Liu, Chenyang, et al.
Published: (2023)

MTP: Advancing Remote Sensing Foundation Model via Multi-Task Pretraining
by: Wang, Di, et al.
Published: (2024)

MV-CC: Mask Enhanced Video Model for Remote Sensing Change Caption
by: Liu, Ruixun, et al.
Published: (2024)

Change Captioning in Remote Sensing: Evolution to SAT-Cap -- A Single-Stage Transformer Approach
by: Wang, Yuduo, et al.
Published: (2025)

RSCaMa: Remote Sensing Image Change Captioning with State Space Model
by: Liu, Chenyang, et al.
Published: (2024)

STAND: Semantic Anchoring Constraint with Dual-Granularity Disambiguation for Remote Sensing Image Change Captioning
by: Gong, Yanpei, et al.
Published: (2026)

Enhancing Remote Sensing Vision-Language Models Through MLLM and LLM-Based High-Quality Image-Text Dataset Generation
by: He, Yiguo, et al.
Published: (2025)

A Lightweight Sparse Focus Transformer for Remote Sensing Image Change Captioning
by: Sun, Dongwei, et al.
Published: (2024)

Diffusion-RSCC: Diffusion Probabilistic Model for Change Captioning in Remote Sensing Images
by: Yu, Xiaofei, et al.
Published: (2024)

LDGNet: A Lightweight Difference Guiding Network for Remote Sensing Change Detection
by: Xu, Chenfeng
Published: (2025)

Hard Region Aware Network for Remote Sensing Change Detection
by: Li, Zhenglai, et al.
Published: (2023)

Robust Change Captioning in Remote Sensing: SECOND-CC Dataset and MModalCC Framework
by: Karaca, Ali Can, et al.
Published: (2025)

Foundation Model-Driven Semantic Change Detection in Remote Sensing Imagery
by: Shen, Hengtong, et al.
Published: (2026)

MPerS: Dynamic MLLM MixExperts Perception-Guided Remote Sensing Scene Segmentation
by: Wang, Ziyi, et al.
Published: (2026)

A Novel Lightweight Transformer with Edge-Aware Fusion for Remote Sensing Image Captioning
by: Das, Swadhin, et al.
Published: (2025)

Evaluating Remote Sensing Image Captions Beyond Metric Biases
by: Chen, Ziyun, et al.
Published: (2026)

Multilingual Training-Free Remote Sensing Image Captioning
by: Rebelo, Carlos, et al.
Published: (2025)

Changen2: Multi-Temporal Remote Sensing Generative Change Foundation Model
by: Zheng, Zhuo, et al.
Published: (2024)

DecomCAM: Advancing Beyond Saliency Maps through Decomposition and Integration
by: Yang, Yuguang, et al.
Published: (2024)

FUSAR-KLIP: Towards Multimodal Foundation Models for Remote Sensing
by: Yang, Yi, et al.
Published: (2025)

A Remote Sensing Image Change Detection Method Integrating Layer Exchange and Channel-Spatial Differences
by: Dong, Sijun, et al.
Published: (2025)

Sentinel2Cap: A Human-Annotated Benchmark Dataset for Multimodal Remote Sensing Image Captioning
by: Tosato, Lucrezia, et al.
Published: (2026)

CG-MLLM: Captioning and Generating 3D content via Multi-modal Large Language Models
by: Huang, Junming, et al.
Published: (2026)

A New Learning Paradigm for Foundation Model-based Remote Sensing Change Detection
by: Li, Kaiyu, et al.
Published: (2023)

LuoJiaHOG: A Hierarchy Oriented Geo-aware Image Caption Dataset for Remote Sensing Image-Text Retrival
by: Zhao, Yuanxin, et al.
Published: (2024)

PeftCD: Leveraging Vision Foundation Models with Parameter-Efficient Fine-Tuning for Remote Sensing Change Detection
by: Dong, Sijun, et al.
Published: (2025)

Exploring Foundation Models in Remote Sensing Image Change Detection: A Comprehensive Survey
by: Yu, Zihan, et al.
Published: (2024)

SpecAware: A Spectral-Content Aware Foundation Model for Unifying Multi-Sensor Learning in Hyperspectral Remote Sensing Mapping
by: Ji, Renjie, et al.
Published: (2025)

Large Language Models for Captioning and Retrieving Remote Sensing Images
by: Silva, João Daniel, et al.
Published: (2024)

Falcon: A Remote Sensing Vision-Language Foundation Model (Technical Report)
by: Yao, Kelu, et al.
Published: (2025)

Redundancy-Aware Pretraining of Vision-Language Foundation Models in Remote Sensing
by: Adler, Mathis Jürgen, et al.
Published: (2025)

MAPEX: Modality-Aware Pruning of Experts for Remote Sensing Foundation Models
by: Hanna, Joelle, et al.
Published: (2025)