Remote sensing visual question answering with a self-attention multi-modal encoder

Author:

Silva João Daniel1,Magalhães João2,Tuia Devis3,Martins Bruno1

Affiliation:

1. University of Lisbon, Lisbon, Portugal

2. NOVA University, Lisbon, Portugal

3. Swiss Federal Institute of Technology Lausanne, Sion, Switzerland

Funder

Fundação para a Ciência e Tecnologia

COST Action Multi3Generation

PIDDAC programme

Publisher

ACM

Reference43 articles.

1. Hangbo Bao , Li Dong , and Furu Wei . 2021. BEiT: BERT Pre-Training of Image Transformers. arXiv:2106.08254 ( 2021 ). Hangbo Bao, Li Dong, and Furu Wei. 2021. BEiT: BERT Pre-Training of Image Transformers. arXiv:2106.08254 (2021).

2. Emanuel Ben-Baruch , Tal Ridnik , Nadav Zamir , Asaf Noy , Itamar Friedman , Matan Protter , and Lihi Zelnik-Manor . 2021. Asymmetric Loss For Multi-Label Classification. arXiv:2009.14119 ( 2021 ). Emanuel Ben-Baruch, Tal Ridnik, Nadav Zamir, Asaf Noy, Itamar Friedman, Matan Protter, and Lihi Zelnik-Manor. 2021. Asymmetric Loss For Multi-Label Classification. arXiv:2009.14119 (2021).

3. Emanuele Bugliarello , Ryan Cotterell , Naoaki Okazaki , and Desmond Elliott . 2020. Multimodal Pretraining Unmasked: Unifying the Vision and Language BERTs. arXiv:2011.15124 ( 2020 ). Emanuele Bugliarello, Ryan Cotterell, Naoaki Okazaki, and Desmond Elliott. 2020. Multimodal Pretraining Unmasked: Unifying the Vision and Language BERTs. arXiv:2011.15124 (2020).

4. Christel Chappuis , Sylvain Lobry , Benjamin Kellenberger , Bertrand Le Saux, and Devis Tuia . 2021 . How to find a good image-text embedding for remote sensing visual question answering? arXiv:2109.11848 (2021). Christel Chappuis, Sylvain Lobry, Benjamin Kellenberger, Bertrand Le Saux, and Devis Tuia. 2021. How to find a good image-text embedding for remote sensing visual question answering? arXiv:2109.11848 (2021).

5. Prompt–RSVQA: Prompting visual context to a language model for Remote Sensing Visual Question Answering

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1. A multi-scale contextual attention network for remote sensing visual question answering;International Journal of Applied Earth Observation and Geoinformation;2024-02

2. Language Integration in Remote Sensing: Tasks, datasets, and future directions;IEEE Geoscience and Remote Sensing Magazine;2023-12

3. LIT-4-RSVQA: Lightweight Transformer-Based Visual Question Answering in Remote Sensing;IGARSS 2023 - 2023 IEEE International Geoscience and Remote Sensing Symposium;2023-07-16

4. Symbolic and subsymbolicGeoAI: Geospatial knowledge graphs and spatially explicit machine learning;Transactions in GIS;2022-12

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