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Automated analysis of vast Earth observation data via interactive Vision-Language Models (VLMs) can unlock new opportunities for environmental monitoring, disaster response, and {resource management}.
Satellite image classification via two-layer sparse coding with biased image representation
Dengxin Dai and Wen Yang · 2010
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Bag-of-visual-words and spatial extensions for land-use classification
Yi Yang and Shawn Newsam · 2010
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Multi-class geospatial object detection and geographic image classification based on collection of part detectors
Gong Cheng, Junwei Han, Peicheng Zhou, and Lei Guo · 2014
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Orientation robust object detection in aerial images using deep convolutional neural network
Haigang Zhu, Xiaogang Chen, Weiqun Dai, Kun Fu, Qixiang Ye, and Jianbin Jiao · 2015
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Deep semantic understanding of high resolution remote sensing image
Bo Qu, Xuelong Li, Dacheng Tao, and Xiaoqiang Lu · 2016
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Remote sensing image scene classification: Benchmark and state of the art
Gong Cheng, Junwei Han, and Xiaoqiang Lu · 2017
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Exploring models and data for remote sensing image caption generation
Xiaoqiang Lu, Binqiang Wang, Xiangtao Zheng, and Xuelong Li · 2017
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Aid: A benchmark data set for performance evaluation of aerial scene classification
Gui-Song Xia, Jingwen Hu, Fan Hu, Baoguang Shi, Xiang Bai, Yanfei Zhong, Liangpei Zhang, and Xiaoqiang Lu · 2017
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Functional map of the world
Gordon Christie, Neil Fendley, James Wilson, and Ryan Mukherjee · 2018
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Patternnet: A benchmark dataset for performance evaluation of remote sensing image retrieval
Weixun Zhou, Shawn Newsam, Congmin Li, and Zhenfeng Shao · 2018
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Creating xbd: A dataset for assessing building damage from satellite imagery
Ritwik Gupta, Bryce Goodman, Nirav Patel, Ricky Hosfelt, Sandra Sajeev, Eric Heim, Jigar Doshi, Keane Lucas, Howie Choset, and Matthew Gaston · 2019
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Eurosat: A novel dataset and deep learning benchmark for land use and land cover classification
Patrick Helber, Benjamin Bischke, Andreas Dengel, and Damian Borth · 2019
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Bigearthnet: A large-scale benchmark archive for remote sensing image understanding
Gencer Sumbul, Marcela Charfuelan, Begüm Demir, and Volker Markl · 2019
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A sar dataset of ship detection for deep learning under complex backgrounds
Yuanyuan Wang, Chao Wang, Hong Zhang, Yingbo Dong, and Sisi Wei · 2019
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So2sat lcz42: A benchmark dataset for global local climate zones classification
Xiao Xiang Zhu, Jingliang Hu, Chunping Qiu, Yilei Shi, Jian Kang, Lichao Mou, Hossein Bagheri, Matthias Häberle, Yuansheng Hua, Rong Huang, et al · 2019
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Rsvqa: Visual question answering for remote sensing data
Sylvain Lobry, Diego Marcos, Jesse Murray, and Devis Tuia · 2020
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A public dataset for fine-grained ship classification in optical remote sensing images
Yanghua Di, Zhiguo Jiang, and Haopeng Zhang · 2021
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Object detection in aerial images: A large-scale benchmark and challenges
Jian Ding, Nan Xue, Gui-Song Xia, Xiang Bai, Wen Yang, Michael Ying Yang, Serge Belongie, Jiebo Luo, Mihai Datcu, Marcello Pelillo, et al · 2021
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Srsdd-v1. 0: A high-resolution sar rotation ship detection dataset
Songlin Lei, Dongdong Lu, Xiaolan Qiu, and Chibiao Ding · 2021
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Floodnet: A high resolution aerial imagery dataset for post flood scene understanding
Maryam Rahnemoonfar, Tashnim Chowdhury, Argho Sarkar, Debvrat Varshney, Masoud Yari, and Robin Roberson Murphy · 2021
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Benchmarking anchor-based and anchor-free state-of-the-art deep learning methods for individual tree detection in rgb high-resolution images
Pedro Zamboni, José Marcato Junior, Jonathan de Andrade Silva, Gabriela Takahashi Miyoshi, Edson Takashi Matsubara, Keiller Nogueira, and Wesley Nunes Gonçalves · 2021
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Flamingo: a visual language model for few-shot learning
Jean-Baptiste Alayrac, Jeff Donahue, Pauline Luc, Antoine Miech, Iain Barr, Yana Hasson, Karel Lenc, Arthur Mensch, Katherine Millican, Malcolm Reynolds, et al · 2022
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Visualgpt: Data-efficient adaptation of pretrained language models for image captioning
Jun Chen, Han Guo, Kai Yi, Boyang Li, and Mohamed Elhoseiny · 2022
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Nwpu-captions dataset and mlca-net for remote sensing image captioning
Qimin Cheng, Haiyan Huang, Yuan Xu, Yuzhuo Zhou, Huanying Li, and Zhongyuan Wang · 2022
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Exploring a fine-grained multiscale method for cross-modal remote sensing image retrieval
Phi-3 technical report: A highly capable language model locally on your phone
Marah Abdin, Jyoti Aneja, Hany Awadalla, Ahmed Awadallah, Ammar Ahmad Awan, Nguyen Bach, Amit Bahree, Arash Bakhtiari, Jianmin Bao, Harkirat Behl, et al · 2024
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Omnisat: Self-supervised modality fusion for earth observation
Guillaume Astruc, Nicolas Gonthier, Clement Mallet, and Loic Landrieu · 2024
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Quakeset: A dataset and low-resource models to monitor earthquakes through sentinel-1
Daniele Rege Cambrin and Paolo Garza · 2024
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Meerkat: Audio-visual large language model for grounding in space and time
Sanjoy Chowdhury, Sayan Nag, Subhrajyoti Dasgupta, Jun Chen, Mohamed Elhoseiny, Ruohan Gao, and Dinesh Manocha · 2024
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Zhiqiang Yuan, Wenkai Zhang, Kun Fu, Xuan Li, Chubo Deng, Hongqi Wang, and Xian Sun · 2022
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Josh Achiam, Steven Adler, Sandhini Agarwal, Lama Ahmad, Ilge Akkaya, Florencia Leoni Aleman, Diogo Almeida, Janko Altenschmidt, Sam Altman, Shyamal Anadkat, et al · 2023
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Qwen-vl: A frontier large vision-language model with versatile abilities
Jinze Bai, Shuai Bai, Shusheng Yang, Shijie Wang, Sinan Tan, Peng Wang, Junyang Lin, Chang Zhou, and Jingren Zhou · 2023
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Satlaspretrain: A large-scale dataset for remote sensing image understanding
Favyen Bastani, Piper Wolters, Ritwik Gupta, Joe Ferdinando, and Aniruddha Kembhavi · 2023
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Nwpu vhr-10, 2023
Luxuan Bian · 2023
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Shikra: Unleashing multimodal llm’s referential dialogue magic
K. Chen, Z. Zhang, W. Zeng, R. Zhang, F. Zhu, and R. Zhao · 2023
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Rsgpt: A remote sensing vision language model and benchmark
Yuan Hu, Jianlong Yuan, Congcong Wen, Xiaonan Lu, and Xiang Li · 2023
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Language is not all you need: Aligning perception with language models
Shaohan Huang, Li Dong, Wenhui Wang, Yaru Hao, Saksham Singhal, Shuming Ma, Tengchao Lv, Lei Cui, Owais Khan Mohammed, Barun Patra, et al · 2023
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Zhichao Deng, Xiangtai Li, Xia Li, Yunhai Tong, Shen Zhao, and Mengyuan Liu · 2024
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Xiaoyi Dong, Pan Zhang, Yuhang Zang, Yuhang Cao, Bin Wang, Linke Ouyang, Xilin Wei, Songyang Zhang, Haodong Duan, Maosong Cao, et al · 2024
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Physically grounded vision-language models for robotic manipulation
Jensen Gao, Bidipta Sarkar, Fei Xia, Ted Xiao, Jiajun Wu, Brian Ichter, Anirudha Majumdar, and Dorsa Sadigh · 2024
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Geochat: Grounded large vision-language model for remote sensing
Kartik Kuckreja, Muhammad Sohail Danish, Muzammal Naseer, Abhijit Das, Salman Khan, and Fahad Shahbaz Khan · 2024
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Vlm2scene: Self-supervised image-text-lidar learning with foundation models for autonomous driving scene understanding
Guibiao Liao, Jiankun Li, and Xiaoqing Ye · 2024
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Junwei Luo, Zhen Pang, Yongjun Zhang, Tingzhu Wang, Linlin Wang, Bo Dang, Jiangwei Lao, Jian Wang, Jingdong Chen, Yihua Tan, et al · 2024
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Lhrs-bot: Empowering remote sensing with vgi-enhanced large multimodal language model
Dilxat Muhtar, Zhenshi Li, Feng Gu, Xueliang Zhang, and Pengfeng Xiao · 2024
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Cdchat: A large multimodal model for remote sensing change description
Mubashir Noman, Noor Ahsan, Muzammal Naseer, Hisham Cholakkal, Rao Muhammad Anwer, Salman Khan, and Fahad Shahbaz Khan · 2024
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VHM: Versatile and Honest Vision Language Model for Remote Sensing Image Analysis
C. Pang, X. Weng, J. Wu, J. Li, Y. Liu, J. Sun, W. Li, S. Wang, L. Feng, G.S. Xia, and C. He · 2024
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Vlm-grounder: A vlm agent for zero-shot 3d visual grounding
Runsen Xu, Zhiwei Huang, Tai Wang, Yilun Chen, Jiangmiao Pang, and Dahua Lin · 2024
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Made to order: Discovering monotonic temporal changes via self-supervised video ordering
Charig Yang, Weidi Xie, and Andrew Zisserman · 2024
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Yang Zhan, Zhitong Xiong, and Yuan Yuan · 2024
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Good at captioning, bad at counting: Benchmarking gpt-4v on earth observation data
Chenhui Zhang and Sherrie Wang · 2024
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Openannotate3d: Open-vocabulary auto-labeling system for multi-modal 3d data
Yijie Zhou, Likun Cai, Xianhui Cheng, Zhongxue Gan, Xiangyang Xue, and Wenchao Ding · 2024
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Llama-vid: An image is worth 2 tokens in large language models
Yanwei Li, Chengyao Wang, and Jiaya Jia · 2025
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