Dataset Open Access

Remote Sensing VQA - High Resolution (RSVQA HR)

Sylvain Lobry; Diego Marcos; Jesse Murray; Devis Tuia

Remote sensing images contain a wealth of information which can be useful for a wide range of tasks including land cover classification, object counting or detection. However, most of the available methodologies are task-specific, thus inhibiting generic and easy access to the information contained in remote sensing data. As a consequence, accurate remote sensing product generation still requires expert knowledge. With RSVQA, we propose a system to extract information from remote sensing data that is accessible to every user: we use questions formulated in natural language and use them to interact with the images. With the system, images can be queried to obtain high level information specific to the image content or relational dependencies between objects visible in the images. Using an automatic method, we built two datasets (using low and high resolution data) of image/question/answer triplets. The information required to build the questions and answers is queried from OpenStreetMap (OSM). The datasets can be used to train (when using supervised methods) and evaluate models to solve the RSVQA task.

This page is about the high resolution dataset.

Files (14.4 GB)
Name Size
Images.tar
md5:e16c21a040ef4a17afe2d20dffe7758b
13.5 GB Download
USGS_split_test_answers.json
md5:605e249c0b737531953ae01dc53589a1
51.2 MB Download
USGS_split_test_images.json
md5:474b5055de3e144f5f8c14be24b35ca3
2.7 MB Download
USGS_split_test_phili_answers.json
md5:3716f3a73808e55c75e17194776bc339
44.5 MB Download
USGS_split_test_phili_images.json
md5:3149038cbec3263576cea47096c72864
1.5 MB Download
USGS_split_test_phili_questions.json
md5:467fade862deec636c53f5c10002ae67
53.3 MB Download
USGS_split_test_questions.json
md5:7428a4384ed962b310544ed3bb5dc7a0
69.5 MB Download
USGS_split_train_answers.json
md5:2d15307a57188fb5922ab809c4f404ad
86.4 MB Download
USGS_split_train_images.json
md5:2d6a34be9754b68d8e9e6a3e73150865
7.0 MB Download
USGS_split_train_questions.json
md5:56d7b2e965894604ec84ccf52b204874
138.4 MB Download
USGS_split_val_answers.json
md5:c1d49287ce18558a2400d5dde869932e
37.2 MB Download
USGS_split_val_images.json
md5:ca9b468a145b6eb18d2232bd2299cca0
1.4 MB Download
USGS_split_val_questions.json
md5:4f3e0a3250ef48ae54e05c25f5dabe0d
45.7 MB Download
USGSanswers.json
md5:ca2ea9d288f0c717c771eb42be4c3f0a
128.9 MB Download
USGSimages.json
md5:21881ca0e2695376b6cdf7abd57b82e0
11.8 MB Download
USGSpeople.json
md5:2fd1fbe3b7f1e8b39873600fb41d60f7
17.0 MB Download
USGSquestions.json
md5:1332da52c9abca510e37f562ca77d93a
217.5 MB Download
83
231
views
downloads
All versions This version
Views 8383
Downloads 231231
Data volume 824.5 GB824.5 GB
Unique views 7272
Unique downloads 6363

Share

Cite as