This repository contains a collection of resources and papers on Change Captioning.
To add your work to this repo, feel free to submit the request or contact me at [email protected]
🔥 Our survey "Remote Sensing Temporal Vision-Language Models: A Comprehensive Survey": Arxiv || Github 🔥
- Change Captioning Dataset:
| Dataset | Image pairs num | Image sizes | Captions num | Data | Paper |
|---|---|---|---|---|---|
| LEVIR_CC | 10,077 | (256,256) | 50,385 | [data] | [paper] |
| Dubai_CC | 500 | (50,50) | 2,500 | [data] | [paper] |
- Change Detection and Captioning Dataset:
| Dataset | Image pairs num | Image sizes | Captions num | Mask num | Data | Paper |
|---|---|---|---|---|---|---|
| LEVIR_MCI | 10,077 | (256,256) | 50,385 | 44,380 | [data] | [paper] |
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MV-CC: Mask Enhanced Video Model for Remote Sensing Change Caption [paper] [code]
- Ruixun Liu, Kaiyu Li, Jiayi Song, Dongwei Sun, Xiangyong Cao
- (2024. 10) Arxiv
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GeoLLaVA: Efficient Fine-Tuned Vision-Language Models for Temporal Change Detection in Remote Sensing [paper] [code]
- Hosam Elgendy, Ahmed Sharshar, Ahmed Aboeitta, Yasser Ashraf, Mohsen Guizani
- (2024. 10) Arxiv
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TEOChat: A Large Vision-Language Assistant for Temporal Earth Observation Data [paper] [code]
- Jeremy Andrew Irvin, Emily Ruoyu Liu, Joyce Chuyi Chen, Ines Dormoy, Jinyoung Kim, Samar Khanna, Zhuo Zheng, Stefano Ermon
- (2024. 10) Arxiv
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ChangeMinds: Multi-task Framework for Detecting and Describing Changes in Remote Sensing [paper] [code]
- Yuduo Wang, Weikang Yu, Michael Kopp, Pedram Ghamisi
- (2024. 10) Arxiv
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Inter-Temporal Interaction and Symmetric Difference Learning for Remote Sensing Image Change Captioning [paper] [code]
- Yunpeng Li; Xiangrong Zhang; Xina Cheng; Puhua Chen; Licheng Jiao
- (2024. 09) IEEE Transactions on Geoscience and Remote Sensing
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CDChat: A Large Multimodal Model for Remote Sensing Change Description [paper] [code]
- Mubashir Noman, Noor Ahsan, Muzammal Naseer, Hisham Cholakkal, Rao Muhammad Anwer, Salman Khan, Fahad Shahbaz Khan
- (2024. 09) Arxiv
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Enhancing Perception of Key Changes in Remote Sensing Image Change Captioning [paper] [code]
- Cong Yang, Zuchao Li, Hongzan Jiao, Zhi Gao, Lefei Zhang
- (2024. 09) Arxiv
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ChangeChat: An Interactive Model for Remote Sensing Change Analysis via Multimodal Instruction Tuning [paper] [code]
- Pei Deng, Wenqian Zhou, Hanlin Wu
- (2024. 09) Arxiv
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MfrNet: A New Multi-Scale Feature Refining Method for Remote Sensing Image Change Captioning [paper]
- Kaiqi Xu; Yingping Han; Rui Yang; Xiutiao Ye; Yanhe Guo; Hantong Xing; Shuang Wang
- (2024. 09) 2024 IEEE International Geoscience and Remote Sensing Symposium - IGARSS 2024
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Detection Assisted Change Captioning for Remote Sensing Image [paper]
- Xiliang Li; Bin Sun; Shutao Li
- (2024. 09) 2024 IEEE International Geoscience and Remote Sensing Symposium - IGARSS 2024
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Semantic-CC: Boosting Remote Sensing Image Change Captioning via Foundational Knowledge and Semantic Guidance [paper]
- Yongshuo Zhu, Lu Li, Keyan Chen, Chenyang Liu, Fugen Zhou, Zhenwei Shi
- (2024. 07) Arxiv
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Scale-wised feature enhancement network for change captioning of remote sensing images [paper]
- F Zhang, W Zhang, K Xia, H Feng
- (2024. 07) International Journal of Remote Sensing
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Multi-scale Attentive Fusion Network for Remote Sensing Image Change Captioning [paper]
- Cai Chen; Yi Wang; Kim-Hui Yap
- (2024. 07) 2024 IEEE International Symposium on Circuits and Systems (ISCAS)
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Change-Agent: Toward Interactive Comprehensive Remote Sensing Change Interpretation and Analysis [paper] [code]
- Chenyang Liu; Keyan Chen; Haotian Zhang; Zipeng Qi; Zhengxia Zou; Zhenwei Shi
- (2024. 07) IEEE Transactions on Geoscience and Remote Sensing
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Towards Temporal Change Explanations from Bi-Temporal Satellite Images [paper]
- Ryo Tsujimoto, Hiroki Ouchi, Hidetaka Kamigaito, Taro Watanabe
- (2024. 06) Arxiv
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Intelli-Change Remote Sensing - A Novel Transformer Approach [paper]
- D Vyshnav, L Gutha, APV Manindra, B Karthikeyan
- (2024. 06) International Conference on Data Science and Information System (ICDSIS)
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Towards a multimodal framework for remote sensing image change retrieval and captioning [paper] [code]
- Roger Ferrod, Luigi Di Caro, Dino Ienco
- (2024. 06) Arxiv
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Context-aware Difference Distilling for Multi-change Captioning [paper] [code]
- Y Tu, L Li, L Su, ZJ Zha, C Yan, Q Huang
- (2024. 05) ACL 2024
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Diffusion-RSCC: Diffusion Probabilistic Model for Change Captioning in Remote Sensing Images [paper] [code]
- X Yu, Y Li, J Ma
- (2024. 05) Arxiv
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Single-stream Extractor Network with Contrastive Pre-training for Remote Sensing Change Captioning [paper] [code]
- Q Zhou, J Gao, Y Yuan, Q Wang
- (2024. 05) IEEE Transactions on Geoscience and Remote Sensing
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A Lightweight Sparse Focus Transformer for Remote Sensing Image Change Captioning [paper] [code]
- Dongwei Sun; Yajie Bao; Junmin Liu; Xiangyong Cao
- (2024. 05) IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
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RSCaMa: Remote Sensing Image Change Captioning with State Space Model [paper] [code]
- C Liu, K Chen, B Chen, H Zhang, Z Zou, Z Shi
- (2024. 05) IEEE Geoscience and Remote Sensing Letters
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Change Caption for Satellite Images Time Series [paper][code]
- Wei Peng, Ping Jian, Zhuqing Mao, and Yingying Zhao
- (2024. 03) IEEE Geoscience and Remote Sensing Letters
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Pixel-Level Change Detection Pseudo-Label Learning for Remote Sensing Change Captioning [paper]
- Liu C, Chen K, Qi Z, et al.
- (2024. 01) 2024 IEEE International Geoscience and Remote Sensing Symposium - IGARSS 2024
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Interactive Change-Aware Transformer Network for Remote Sensing Image Change Captioning [paper] [code]
- Cai C, Wang Y, Yap K H.
- (2023.11) Remote Sensing
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Changes to Captions: An Attentive Network for Remote Sensing Change Captioning [paper] [code]
- Chang S, Ghamisi P.
- (2023. 11) IEEE Trans. Image Process.
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A Decoupling Paradigm with Prompt Learning for Remote Sensing Image Change Captioning [paper] [code]
- Liu C, Zhao R, Chen J, et al.
- (2023.10) IEEE Transactions on Geoscience and Remote Sensing
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Progressive Scale-aware Network for Remote sensing Image Change Captioning [paper] [code]
- Liu C, Yang J, Qi Z, et al.
- (2023.7) 2023 IEEE International Geoscience and Remote Sensing Symposium IGARSS
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Remote sensing image change captioning with dual-branch transformers: A new method and a large scale dataset [paper] [code]
- Liu C, Zhao R, Chen H, et al.
- (2022.11) IEEE Transactions on Geoscience and Remote Sensing
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Change captioning: A new paradigm for multitemporal remote sensing image analysis [paper]
- Hoxha G, Chouaf S, Melgani F, et al.
- (2022.08) IEEE Transactions on Geoscience and Remote Sensing
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Captioning changes in bi-temporal remote sensing images [paper]
- Chouaf S, Hoxha G, Smara Y, et al.
- (2021.10) 2021 IEEE International Geoscience and Remote Sensing Symposium IGARSS
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OneDiff: A Generalist Model for Image Difference Captioning [paper]
- Erdong Hu, Longteng Guo, Tongtian Yue, Zijia Zhao, Shuning Xue, Jing Liu
- (2024) Arxiv
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The STVchrono Dataset: Towards Continuous Change Recognition in Time [paper]
- Yanjun Sun, Yue Qiu, Mariia Khan, Fumiya Matsuzawa, Kenji Iwata
- (2024) Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)
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Viewpoint-Adaptive Representation Disentanglement Network for Change Captioning [paper]
- Tu Y, Li L, Su L, et al.
- (2023) IEEE Transactions on Image Processing
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Self-supervised Cross-view Representation Reconstruction for Change Captioning [paper]
- Tu Y, Li L, Su L, et al.
- (2023) ICCV 2023
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Describing and localizing multiple changes with transformers [paper]
- Qiu Y, Yamamoto S, Nakashima K, et al.
- (2021) ICCV 2021
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Finding it at another side: A viewpoint-adapted matching encoder for change captioning [paper]
- Shi X, Yang X, Gu J, et al.
- (2020) ECCV 2020
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Robust change captioning [paper]
- Park D H, Darrell T, Rohrbach A.
- (2019) ICCV 2019