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Awesome Change Captioning

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 liuchenyang@buaa.edu.cn

Remote Sensing Field

Dataset

  • 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]

Paper

  • 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

  • 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

  • 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

  • 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

  • ChangeChat: An Interactive Model for Remote Sensing Change Analysis via Multimodal Instruction Tuning [paper] [code]

    • Pei Deng, Wenqian Zhou, Hanlin Wu
    • (2024. 09) Arxiv

  • 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

  • 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

  • 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

  • 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

  • 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)

  • Towards Temporal Change Explanations from Bi-Temporal Satellite Images [paper]

    • Ryo Tsujimoto, Hiroki Ouchi, Hidetaka Kamigaito, Taro Watanabe
    • (2024. 06) Arxiv

  • 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)

  • Towards a multimodal framework for remote sensing image change retrieval and captioning [paper] [code]

    • Roger Ferrod, Luigi Di Caro, Dino Ienco
    • (2024. 06) Arxiv

  • Context-aware Difference Distilling for Multi-change Captioning [paper] [code]

    • Y Tu, L Li, L Su, ZJ Zha, C Yan, Q Huang
    • (2024. 05) Arxiv

  • Diffusion-RSCC: Diffusion Probabilistic Model for Change Captioning in Remote Sensing Images [paper] [code]

    • X Yu, Y Li, J Ma
    • (2024. 05) Arxiv

  • 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

  • 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

  • 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

  • Change-Agent: Toward Interactive Comprehensive Remote Sensing Change Interpretation and Analysis [paper] [code]

    • (2024. 03) IEEE Transactions on Geoscience and Remote Sensing

  • 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

  • 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

  • Interactive Change-Aware Transformer Network for Remote Sensing Image Change Captioning [paper]

    • Cai C, Wang Y, Yap K H.
    • (2023.11) Remote Sensing

  • Changes to Captions: An Attentive Network for Remote Sensing Change Captioning [paper] [code]

    • Chang S, Ghamisi P.
    • (2023. 11) IEEE Trans. Image Process.

  • 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

  • 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

  • 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

  • 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

  • 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

Computer Vision Field

Paper

  • 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)

  • Viewpoint-Adaptive Representation Disentanglement Network for Change Captioning [paper]

    • Tu Y, Li L, Su L, et al.
    • (2023) IEEE Transactions on Image Processing

  • Self-supervised Cross-view Representation Reconstruction for Change Captioning [paper]

    • Tu Y, Li L, Su L, et al.
    • (2023) ICCV 2023

  • Describing and localizing multiple changes with transformers [paper]

    • Qiu Y, Yamamoto S, Nakashima K, et al.
    • (2021) ICCV 2021

  • 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

  • Robust change captioning [paper]

    • Park D H, Darrell T, Rohrbach A.
    • (2019) ICCV 2019