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Image geolocalization, in which an AI model traditionally predicts the precise GPS coordinates of an image, is a challenging task with many downstream applications.
Im2gps: estimating geographic information from a single image
James Hays and Alexei A Efros · 2008
Earlier work this paper cites.
Planet-photo geolocation with convolutional neural networks
Tobias Weyand, Ilya Kostrikov, and James Philbin · 2016
Earlier work this paper cites.
The benchmarking initiative for multimedia evaluation: Mediaeval 2016
Martha Larson, Mohammad Soleymani, Guillaume Gravier, Bogdan Ionescu, and Gareth JF Jones · 2017
Earlier work this paper cites.
Streetvizor: Visual exploration of human-scale urban forms based on street views
Qiaomu Shen, Wei Zeng, Yu Ye, Stefan Müller Arisona, Simon Schubiger, Remo Burkhard, and Huamin Qu · 2017
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Revisiting im2gps in the deep learning era
Nam Vo, Nathan Jacobs, and James Hays · 2017
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Places: A 10 million image database for scene recognition
Bolei Zhou, Agata Lapedriza, Aditya Khosla, Aude Oliva, and Antonio Torralba · 2017
Earlier work this paper cites.
Present and future köppen-geiger climate classification maps at 1-km resolution
Hylke E Beck, Niklaus E Zimmermann, Tim R McVicar, Noemi Vergopolan, Alexis Berg, and Eric F Wood · 2018
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Cplanet: Enhancing image geolocalization by combinatorial partitioning of maps
Paul Hongsuck Seo, Tobias Weyand, Jack Sim, and Bohyung Han · 2018
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Language models are unsupervised multitask learners
Alec Radford, Jeff Wu, Rewon Child, David Luan, Dario Amodei, and Ilya Sutskever · 2019
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Language models are few-shot learners
Tom Brown, Benjamin Mann, Nick Ryder, Melanie Subbiah, Jared D Kaplan, Prafulla Dhariwal, Arvind Neelakantan, Pranav Shyam, Girish Sastry, Amanda Askell, et al · 2020
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Google landmarks dataset v2-a large-scale benchmark for instance-level recognition and retrieval
Tobias Weyand, Andre Araujo, Bingyi Cao, and Jack Sim · 2020
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Isns: Image-specific neural style transfer for image geolocation
Zheng Hong, Yiwei Yin, Zhe Luo, and Jiebo Luo · 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
Earlier work this paper cites.
A survey on map-based localization techniques for autonomous vehicles
Athanasios Chalvatzaras, Ioannis Pratikakis, and Angelos A Amanatiadis · 2022
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Flashattention: Fast and memory-efficient exact attention with io-awareness
Tri Dao, Dan Fu, Stefano Ermon, Atri Rudra, and Christopher Ré · 2022
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The dollar street dataset: Images representing the geographic and socioeconomic diversity of the world
William Gaviria Rojas, Sudnya Diamos, Keertan Kini, David Kanter, Vijay Janapa Reddi, and Cody Coleman · 2022
Earlier work this paper cites.
A survey of evaluation metrics used for nlg systems
Ananya B Sai, Akash Kumar Mohankumar, and Mitesh M Khapra · 2022
Cited alongside, same era.
Translocator: A transformer-based large-scale image geolocalization approach
Bingxian Wang, Ying Chen, Xin Zhang, Haojie Wang, Ziqiang Wang, and Wen Xu · 2022
Cited alongside, same era.
Transgeo: Transformer is all you need for cross-view image geo-localization
Sijie Zhu, Mubarak Shah, and Chen Chen · 2022
Cited alongside, same era.
Josh Achiam, Steven Adler, Sandhini Agarwal, Lama Ahmad, Ilge Akkaya, Florencia Leoni Aleman, Diogo Almeida, Janko Altenschmidt, Sam Altman, Shyamal Anadkat, et al · 2023
Cited alongside, same era.
Where we are and what we’re looking at: Query based worldwide image geo-localization using hierarchies and scenes
Brandon Clark, Alec Kerrigan, Parth Parag Kulkarni, Vicente Vivanco Cepeda, and Mubarak Shah · 2023
Cited alongside, same era.
Geochat: Grounded large vision-language model for remote sensing
Kartik Kuckreja, Muhammad S. Danish, Muzammal Naseer, Abhijit Das, Salman Khan, and Fahad S. Khan · 2024
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Cityguessr: City-level video geo-localization on a global scale
Parth Parag Kulkarni, Gaurav Kumar Nayak, and Mubarak Shah · 2024
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Palo: A polyglot large multimodal model for 5b people
Muhammad Maaz, Hanoona Rasheed, Abdelrahman Shaker, Salman Khan, Hisham Cholakal, Rao M Anwer, Tim Baldwin, Michael Felsberg, and Fahad S Khan · 2024
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Gpt-4o mini: Our affordable and intelligent small model for fast, lightweight tasks, 2024
OpenAI · 2024
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Openstreetmap, 2024
OpenStreetMap contributors · 2024
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Junnan Li, Dongxu Li, Silvio Savarese, and Steven Hoi · 2023
Cited alongside, same era.
Geode: a geographically diverse evaluation dataset for object recognition
Vikram V Ramaswamy, Sing Yu Lin, Dora Zhao, Aaron Adcock, Laurens van der Maaten, Deepti Ghadiyaram, and Olga Russakovsky · 2023
Cited alongside, same era.
Gemini: a family of highly capable multimodal models
Gemini Team, Rohan Anil, Sebastian Borgeaud, Yonghui Wu, Jean-Baptiste Alayrac, Jiahui Yu, Radu Soricut, Johan Schalkwyk, Andrew M Dai, Anja Hauth, et al · 2023
Cited alongside, same era.
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
Cited alongside, same era.
Llama 3.2: Vision and edge models
Meta AI · 2024
Cited alongside, same era.
Internvl: Scaling up vision foundation models and aligning for generic visual-linguistic tasks
Zhe Chen, Jiannan Wu, Wenhai Wang, Weijie Su, Guo Chen, Sen Xing, Muyan Zhong, Qinglong Zhang, Xizhou Zhu, Lewei Lu, et al · 2024
Cited alongside, same era.
Gaga: Towards interactive global geolocation assistant
Zhiyang Dou, Zipeng Wang, Xumeng Han, Chenhui Qiang, Kuiran Wang, Guorong Li, Zhibei Huang, and Zhenjun Han · 2024
Cited alongside, same era.
Omkar Thawakar, Ashmal Vayani, Salman Khan, Hisham Cholakal, Rao M Anwer, Michael Felsberg, Tim Baldwin, Eric P Xing, and Fahad Shahbaz Khan · 2024
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All languages matter: Evaluating lmms on culturally diverse 100 languages
Ashmal Vayani, Dinura Dissanayake, Hasindri Watawana, Noor Ahsan, Nevasini Sasikumar, Omkar Thawakar, Henok Biadglign Ademtew, Yahya Hmaiti, Amandeep Kumar, Kartik Kuckreja, et al · 2024
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Geoclip: Clip-inspired alignment between locations and images for effective worldwide geo-localization
Vicente Vivanco Cepeda, Gaurav Kumar Nayak, and Mubarak Shah · 2024
Later among the works it cites.
Georeasoner: Reasoning on geospatially grounded context for natural language understanding
Yibo Yan and Joey Lee · 2024
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An Yang, Baosong Yang, Beichen Zhang, Binyuan Hui, Bo Zheng, Bowen Yu, Chengyuan Li, Dayiheng Liu, Fei Huang, Haoran Wei, Huan Lin, Jian Yang, Jianhong Tu, Jianwei Zhang, Jianxin Yang, Jiaxi Yang, Jingren Zhou, Junyang Lin, Kai Dang, Keming Lu, Keqin Bao, Kexin Yang, Le Yu, Mei Li, Mingfeng Xue, Pei Zhang, Qin Zhu, Rui Men, Runji Lin, Tianhao Li, Tingyu Xia, Xingzhang Ren, Xuancheng Ren, Yang Fan, Yang Su, Yichang Zhang, Yu Wan, Yuqiong Liu, Zeyu Cui, Zhenru Zhang, and Zihan Qiu · 2024
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mplug-owl3: Towards long image-sequence understanding in multi-modal large language models, 2024
Jiabo Ye, Haiyang Xu, Haowei Liu, Anwen Hu, Ming Yan, Qi Qian, Ji Zhang, Fei Huang, and Jingren Zhou · 2024
Later among the works it cites.
Shuai Bai, Keqin Chen, Xuejing Liu, Jialin Wang, Wenbin Ge, Sibo Song, Kai Dang, Peng Wang, Shijie Wang, Jun Tang, Humen Zhong, Yuanzhi Zhu, Mingkun Yang, Zhaohai Li, Jianqiang Wan, Pengfei Wang, Wei Ding, Zheren Fu, Yiheng Xu, Jiabo Ye, Xi Zhang, Tianbao Xie, Zesen Cheng, Hang Zhang, Zhibo Yang, Haiyang Xu, and Junyang Lin · 2025
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Sb-bench: Stereotype bias benchmark for large multimodal models
Vishal Narnaware, Ashmal Vayani, Rohit Gupta, Swetha Sirnam, and Mubarak Shah · 2025
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Self-preference bias in LLM-as-a-judge, 2025
Koki Wataoka, Tsubasa Takahashi, and Ryokan Ri · 2025
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Justice or prejudice? quantifying biases in LLM-as-a-judge
Jiayi Ye, Yanbo Wang, Yue Huang, Dongping Chen, Qihui Zhang, Nuno Moniz, Tian Gao, Werner Geyer, Chao Huang, Pin-Yu Chen, Nitesh V Chawla, and Xiangliang Zhang · 2025
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