Datasets:
QCRI
/

Modalities:
Image
Text
Formats:
parquet
Languages:
English
ArXiv:
Libraries:
Datasets
Dask
License:
image_id
stringclasses
4 values
event_name
stringlengths
12
71
image_path
stringlengths
63
140
damage_severity
class label
3 classes
informative
class label
2 classes
humanitarian
class label
4 classes
disaster_types
class label
7 classes
image
imagewidth (px)
48
8.86k
ASONAM2017
ecuador_eq_severe_im_645.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_severe_im_645.jpg
2severe
0informative
1infrastructure_and_utility_damage
0earthquake
ASONAM2017
ecuador_eq_severe_im_1378.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_severe_im_1378.jpg
2severe
0informative
1infrastructure_and_utility_damage
0earthquake
ASONAM2017
ecuador_eq_unlabelled_im_100.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_unlabelled_im_100.jpg
0little_or_none
1not_informative
2not_humanitarian
0earthquake
ASONAM2017
ecuador_eq_mild_im_2573.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_mild_im_2573.jpg
1mild
0informative
0affected_injured_or_dead_people
0earthquake
ASONAM2017
ecuador_eq_unlabelled_im_828.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_unlabelled_im_828.jpg
0little_or_none
0informative
3rescue_volunteering_or_donation_effort
0earthquake
ASONAM2017
ecuador_eq_mild_im_1792.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_mild_im_1792.jpg
1mild
0informative
1infrastructure_and_utility_damage
0earthquake
ASONAM2017
ecuador_eq_none_im_2486.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_none_im_2486.jpg
0little_or_none
0informative
0affected_injured_or_dead_people
6other_disaster
ASONAM2017
ecuador_eq_mild_im_287.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_mild_im_287.jpg
1mild
0informative
1infrastructure_and_utility_damage
6other_disaster
ASONAM2017
ecuador_eq_unlabelled_im_665.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_unlabelled_im_665.jpg
2severe
0informative
1infrastructure_and_utility_damage
0earthquake
ASONAM2017
ecuador_eq_none_im_901.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_none_im_901.jpg
0little_or_none
1not_informative
2not_humanitarian
5not_disaster
ASONAM2017
ecuador_eq_severe_im_2415.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_severe_im_2415.jpg
2severe
0informative
1infrastructure_and_utility_damage
0earthquake
ASONAM2017
ecuador_eq_none_im_1053.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_none_im_1053.jpg
0little_or_none
1not_informative
2not_humanitarian
5not_disaster
ASONAM2017
ecuador_eq_severe_im_1439.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_severe_im_1439.jpg
2severe
0informative
1infrastructure_and_utility_damage
0earthquake
ASONAM2017
ecuador_eq_none_im_50.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_none_im_50.jpg
0little_or_none
1not_informative
2not_humanitarian
5not_disaster
ASONAM2017
ecuador_eq_none_im_622.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_none_im_622.jpg
0little_or_none
1not_informative
2not_humanitarian
0earthquake
ASONAM2017
ecuador_eq_severe_im_1777.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_severe_im_1777.jpg
2severe
0informative
1infrastructure_and_utility_damage
0earthquake
ASONAM2017
ecuador_eq_none_im_123.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_none_im_123.jpg
0little_or_none
1not_informative
2not_humanitarian
5not_disaster
ASONAM2017
ecuador_eq_severe_im_1485.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_severe_im_1485.jpg
2severe
0informative
1infrastructure_and_utility_damage
0earthquake
ASONAM2017
ecuador_eq_severe_im_1278.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_severe_im_1278.jpg
2severe
0informative
1infrastructure_and_utility_damage
0earthquake
ASONAM2017
ecuador_eq_none_im_739.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_none_im_739.jpg
0little_or_none
0informative
3rescue_volunteering_or_donation_effort
6other_disaster
ASONAM2017
ecuador_eq_none_im_152.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_none_im_152.jpg
0little_or_none
0informative
0affected_injured_or_dead_people
5not_disaster
ASONAM2017
ecuador_eq_mild_im_208.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_mild_im_208.jpg
1mild
0informative
1infrastructure_and_utility_damage
6other_disaster
ASONAM2017
ecuador_eq_severe_im_1340.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_severe_im_1340.jpg
2severe
0informative
1infrastructure_and_utility_damage
0earthquake
ASONAM2017
ecuador_eq_severe_im_1249.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_severe_im_1249.jpg
2severe
0informative
1infrastructure_and_utility_damage
0earthquake
ASONAM2017
ecuador_eq_severe_im_733.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_severe_im_733.jpg
2severe
0informative
1infrastructure_and_utility_damage
0earthquake
ASONAM2017
ecuador_eq_none_im_448.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_none_im_448.jpg
0little_or_none
1not_informative
2not_humanitarian
5not_disaster
ASONAM2017
ecuador_eq_mild_im_502.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_mild_im_502.jpg
0little_or_none
0informative
1infrastructure_and_utility_damage
2hurricane
ASONAM2017
ecuador_eq_severe_im_1995.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_severe_im_1995.jpg
2severe
0informative
0affected_injured_or_dead_people
6other_disaster
ASONAM2017
ecuador_eq_mild_im_2353.png
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_mild_im_2353.png
1mild
0informative
1infrastructure_and_utility_damage
0earthquake
ASONAM2017
ecuador_eq_unlabelled_im_978.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_unlabelled_im_978.jpg
2severe
0informative
1infrastructure_and_utility_damage
0earthquake
ASONAM2017
ecuador_eq_unlabelled_im_837.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_unlabelled_im_837.jpg
1mild
0informative
1infrastructure_and_utility_damage
0earthquake
ASONAM2017
ecuador_eq_mild_im_2549.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_mild_im_2549.jpg
1mild
0informative
1infrastructure_and_utility_damage
2hurricane
ASONAM2017
ecuador_eq_unlabelled_im_791.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_unlabelled_im_791.jpg
2severe
0informative
1infrastructure_and_utility_damage
0earthquake
ASONAM2017
ecuador_eq_none_im_1578.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_none_im_1578.jpg
0little_or_none
1not_informative
2not_humanitarian
5not_disaster
ASONAM2017
ecuador_eq_severe_im_1461.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_severe_im_1461.jpg
2severe
0informative
1infrastructure_and_utility_damage
0earthquake
ASONAM2017
ecuador_eq_severe_im_1335.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_severe_im_1335.jpg
2severe
0informative
1infrastructure_and_utility_damage
0earthquake
ASONAM2017
ecuador_eq_severe_im_656.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_severe_im_656.jpg
2severe
0informative
1infrastructure_and_utility_damage
0earthquake
ASONAM2017
ecuador_eq_severe_im_191.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_severe_im_191.jpg
2severe
0informative
1infrastructure_and_utility_damage
0earthquake
ASONAM2017
ecuador_eq_severe_im_817.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_severe_im_817.jpg
2severe
0informative
0affected_injured_or_dead_people
0earthquake
ASONAM2017
ecuador_eq_none_im_1774.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_none_im_1774.jpg
0little_or_none
1not_informative
2not_humanitarian
5not_disaster
ASONAM2017
ecuador_eq_unlabelled_im_635.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_unlabelled_im_635.jpg
2severe
0informative
1infrastructure_and_utility_damage
0earthquake
ASONAM2017
ecuador_eq_unlabelled_im_369.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_unlabelled_im_369.jpg
2severe
0informative
0affected_injured_or_dead_people
0earthquake
ASONAM2017
ecuador_eq_unlabelled_im_190.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_unlabelled_im_190.jpg
2severe
0informative
1infrastructure_and_utility_damage
0earthquake
ASONAM2017
ecuador_eq_mild_im_700.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_mild_im_700.jpg
1mild
0informative
1infrastructure_and_utility_damage
2hurricane
ASONAM2017
ecuador_eq_unlabelled_im_29.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_unlabelled_im_29.jpg
0little_or_none
1not_informative
2not_humanitarian
5not_disaster
ASONAM2017
ecuador_eq_unlabelled_im_201.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_unlabelled_im_201.jpg
1mild
0informative
1infrastructure_and_utility_damage
0earthquake
ASONAM2017
ecuador_eq_none_im_1448.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_none_im_1448.jpg
0little_or_none
1not_informative
2not_humanitarian
5not_disaster
ASONAM2017
ecuador_eq_none_im_2563.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_none_im_2563.jpg
0little_or_none
1not_informative
2not_humanitarian
5not_disaster
ASONAM2017
ecuador_eq_none_im_2394.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_none_im_2394.jpg
0little_or_none
0informative
0affected_injured_or_dead_people
5not_disaster
ASONAM2017
ecuador_eq_none_im_1062.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_none_im_1062.jpg
0little_or_none
1not_informative
2not_humanitarian
5not_disaster
ASONAM2017
ecuador_eq_severe_im_2434.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_severe_im_2434.jpg
1mild
0informative
1infrastructure_and_utility_damage
0earthquake
ASONAM2017
ecuador_eq_none_im_2403.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_none_im_2403.jpg
0little_or_none
1not_informative
2not_humanitarian
5not_disaster
ASONAM2017
ecuador_eq_none_im_1975.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_none_im_1975.jpg
0little_or_none
1not_informative
2not_humanitarian
5not_disaster
ASONAM2017
ecuador_eq_unlabelled_im_329.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_unlabelled_im_329.jpg
2severe
0informative
1infrastructure_and_utility_damage
0earthquake
ASONAM2017
ecuador_eq_none_im_933.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_none_im_933.jpg
0little_or_none
1not_informative
2not_humanitarian
5not_disaster
ASONAM2017
ecuador_eq_unlabelled_im_767.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_unlabelled_im_767.jpg
0little_or_none
1not_informative
2not_humanitarian
5not_disaster
ASONAM2017
ecuador_eq_severe_im_2016.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_severe_im_2016.jpg
2severe
0informative
1infrastructure_and_utility_damage
0earthquake
ASONAM2017
ecuador_eq_unlabelled_im_30.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_unlabelled_im_30.jpg
0little_or_none
1not_informative
2not_humanitarian
5not_disaster
ASONAM2017
ecuador_eq_none_im_865.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_none_im_865.jpg
0little_or_none
1not_informative
2not_humanitarian
5not_disaster
ASONAM2017
ecuador_eq_severe_im_1871.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_severe_im_1871.jpg
2severe
0informative
1infrastructure_and_utility_damage
0earthquake
ASONAM2017
ecuador_eq_severe_im_903.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_severe_im_903.jpg
1mild
0informative
1infrastructure_and_utility_damage
0earthquake
ASONAM2017
ecuador_eq_unlabelled_im_891.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_unlabelled_im_891.jpg
0little_or_none
1not_informative
2not_humanitarian
5not_disaster
ASONAM2017
ecuador_eq_unlabelled_im_967.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_unlabelled_im_967.jpg
0little_or_none
1not_informative
2not_humanitarian
5not_disaster
ASONAM2017
ecuador_eq_none_im_1875.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_none_im_1875.jpg
0little_or_none
1not_informative
2not_humanitarian
5not_disaster
ASONAM2017
ecuador_eq_severe_im_2569.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_severe_im_2569.jpg
2severe
0informative
1infrastructure_and_utility_damage
0earthquake
ASONAM2017
ecuador_eq_mild_im_2571.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_mild_im_2571.jpg
0little_or_none
1not_informative
2not_humanitarian
5not_disaster
ASONAM2017
ecuador_eq_severe_im_1304.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_severe_im_1304.jpg
2severe
0informative
1infrastructure_and_utility_damage
0earthquake
ASONAM2017
ecuador_eq_severe_im_1615.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_severe_im_1615.jpg
2severe
0informative
1infrastructure_and_utility_damage
0earthquake
ASONAM2017
ecuador_eq_none_im_2051.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_none_im_2051.jpg
0little_or_none
0informative
1infrastructure_and_utility_damage
0earthquake
ASONAM2017
ecuador_eq_none_im_2195.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_none_im_2195.jpg
0little_or_none
1not_informative
2not_humanitarian
5not_disaster
ASONAM2017
ecuador_eq_severe_im_188.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_severe_im_188.jpg
2severe
0informative
1infrastructure_and_utility_damage
0earthquake
ASONAM2017
ecuador_eq_unlabelled_im_387.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_unlabelled_im_387.jpg
0little_or_none
1not_informative
2not_humanitarian
5not_disaster
ASONAM2017
ecuador_eq_none_im_53.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_none_im_53.jpg
0little_or_none
1not_informative
2not_humanitarian
5not_disaster
ASONAM2017
ecuador_eq_unlabelled_im_687.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_unlabelled_im_687.jpg
2severe
0informative
1infrastructure_and_utility_damage
0earthquake
ASONAM2017
ecuador_eq_none_im_277.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_none_im_277.jpg
0little_or_none
1not_informative
2not_humanitarian
5not_disaster
ASONAM2017
ecuador_eq_none_im_2149.png
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_none_im_2149.png
0little_or_none
1not_informative
2not_humanitarian
5not_disaster
ASONAM2017
ecuador_eq_severe_im_220.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_severe_im_220.jpg
2severe
0informative
1infrastructure_and_utility_damage
0earthquake
ASONAM2017
ecuador_eq_none_im_52.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_none_im_52.jpg
0little_or_none
1not_informative
2not_humanitarian
5not_disaster
ASONAM2017
ecuador_eq_none_im_2312.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_none_im_2312.jpg
0little_or_none
1not_informative
2not_humanitarian
5not_disaster
ASONAM2017
ecuador_eq_unlabelled_im_626.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_unlabelled_im_626.jpg
2severe
0informative
1infrastructure_and_utility_damage
0earthquake
ASONAM2017
ecuador_eq_severe_im_1819.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_severe_im_1819.jpg
2severe
0informative
1infrastructure_and_utility_damage
2hurricane
ASONAM2017
ecuador_eq_none_im_337.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_none_im_337.jpg
0little_or_none
1not_informative
2not_humanitarian
5not_disaster
ASONAM2017
ecuador_eq_unlabelled_im_462.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_unlabelled_im_462.jpg
0little_or_none
1not_informative
2not_humanitarian
5not_disaster
ASONAM2017
ecuador_eq_severe_im_2032.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_severe_im_2032.jpg
2severe
0informative
0affected_injured_or_dead_people
0earthquake
ASONAM2017
ecuador_eq_unlabelled_im_437.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_unlabelled_im_437.jpg
2severe
0informative
3rescue_volunteering_or_donation_effort
0earthquake
ASONAM2017
ecuador_eq_severe_im_2171.png
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_severe_im_2171.png
2severe
0informative
1infrastructure_and_utility_damage
0earthquake
ASONAM2017
ecuador_eq_severe_im_458.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_severe_im_458.jpg
2severe
0informative
1infrastructure_and_utility_damage
0earthquake
ASONAM2017
ecuador_eq_severe_im_837.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_severe_im_837.jpg
2severe
0informative
1infrastructure_and_utility_damage
4landslide
ASONAM2017
ecuador_eq_none_im_2592.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_none_im_2592.jpg
0little_or_none
1not_informative
2not_humanitarian
5not_disaster
ASONAM2017
ecuador_eq_none_im_687.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_none_im_687.jpg
0little_or_none
1not_informative
2not_humanitarian
6other_disaster
ASONAM2017
ecuador_eq_none_im_1547.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_none_im_1547.jpg
0little_or_none
1not_informative
2not_humanitarian
5not_disaster
ASONAM2017
ecuador_eq_severe_im_813.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_severe_im_813.jpg
2severe
0informative
1infrastructure_and_utility_damage
2hurricane
ASONAM2017
ecuador_eq_severe_im_1242.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_severe_im_1242.jpg
2severe
0informative
1infrastructure_and_utility_damage
0earthquake
ASONAM2017
ecuador_eq_mild_im_1040.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_mild_im_1040.jpg
1mild
0informative
1infrastructure_and_utility_damage
3fire
ASONAM2017
ecuador_eq_mild_im_2348.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_mild_im_2348.jpg
0little_or_none
0informative
0affected_injured_or_dead_people
2hurricane
ASONAM2017
ecuador_eq_severe_im_148.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_severe_im_148.jpg
2severe
0informative
1infrastructure_and_utility_damage
0earthquake
ASONAM2017
ecuador_eq_severe_im_475.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_severe_im_475.jpg
2severe
0informative
1infrastructure_and_utility_damage
0earthquake
ASONAM2017
ecuador_eq_none_im_1024.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_none_im_1024.jpg
0little_or_none
1not_informative
2not_humanitarian
5not_disaster
ASONAM2017
ecuador_eq_none_im_1205.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_none_im_1205.jpg
0little_or_none
0informative
3rescue_volunteering_or_donation_effort
5not_disaster
ASONAM2017
ecuador_eq_none_im_2207.jpg
data/ASONAM17_Damage_Image_Dataset/ecuador_eq/ecuador_eq_none_im_2207.jpg
0little_or_none
0informative
3rescue_volunteering_or_donation_effort
5not_disaster

MEDIC: A Multi-Task Learning Dataset for Disaster Image Classification

Data

The MEDIC is the largest multi-task learning disaster-related dataset, an extended version of the crisis image benchmark dataset. It consists of data from several sources, including CrisisMMD, data from AIDR, and the Damage Multimodal Dataset (DMD). The dataset contains 71,198 images.

Data Format and Directories

Directories

  • data: Main directory with the following subdirectories:
    • aidr_disaster_types/: Contains images collected using AIDR system for disaster types task.
    • aidr_info/: Contains images collected using AIDR system for informativeness task.
    • ASONAM17_Damage_Image_Dataset/: Damage Assessment Dataset.
    • crisismmd/: CrisisMMD dataset.
    • multimodal-deep-learning-disaster-response-mouzannar/: Damage Multimodal Dataset (DMD).
  • MEDIC_train.tsv, MEDIC_dev.tsv, MEDIC_test.tsv: Training, development, and testing files with specific file formats.
  • LICENSE_CC_BY_NC_SA_4.0.txt: License information.
  • terms-of-use.txt: Terms and conditions.

Format

  • image_id: Corresponds to the tweet ID from Twitter or ID from the respective source.
  • event_name: Name of the event or data source.
  • image_path: Relative path of the image.
  • damage_severity: Damage severity class label.
  • informative: Informativeness class label.
  • humanitarian: Humanitarian class label.
  • disaster_types: Disaster types class label.

Disaster Response Tasks

  1. Disaster Types

    • Earthquake
    • Fire
    • Flood
    • Hurricane
    • Landslide
    • Not disaster
    • Other disaster
  2. Informativeness

    • Informative
    • Not informative
  3. Humanitarian Categories

    • Affected, injured, or dead people
    • Infrastructure and utility damage
    • Not humanitarian
    • Rescue, volunteering, or donation effort
  4. Damage Severity Assessment

    • Little or no damage
    • Mild damage
    • Severe damage

Downloads

License

The MEDIC dataset is published under CC BY-NC-SA 4.0 license, which means everyone can use this dataset for non-commercial research purpose: https://creativecommons.org/licenses/by-nc/4.0/. See LICENSE_CC_BY_NC_SA_4.0.txt

Citation

Please cite the following papers if you use this dataset in your research:

  1. Firoj Alam, Tanvirul Alam, Md. Arid Hasan, Abul Hasnat, Muhammad Imran, Ferda Ofli. MEDIC: A Multi-Task Learning Dataset for Disaster Image Classification. Neural Computing and Applications, 35(3):2609–2632, 2023. paper Arxiv
  2. Firoj Alam, Ferda Ofli, Muhammad Imran, Tanvirul Alam, Umair Qazi. Deep Learning Benchmarks and Datasets for Social Media Image Classification for Disaster Response. In 2020 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining (ASONAM), 2020.
  3. Firoj Alam, Ferda Ofli, and Muhammad Imran. CrisisMMD: Multimodal Twitter Datasets from Natural Disasters. In Proceedings of the 12th International AAAI Conference on Web and Social Media (ICWSM), 2018, Stanford, California, USA.
  4. Hussein Mozannar, Yara Rizk, and Mariette Awad. Damage Identification in Social Media Posts using Multimodal Deep Learning. In Proc. of ISCRAM, May 2018, pp. 529–543.
  5. Dat Tien Nguyen, Ferda Ofli, Muhammad Imran, and Prasenjit Mitra. Damage assessment from social media imagery data during disasters. In Proc. of ASONAM, pages 1–8, Aug 2017.
@article{alam2022medic,
title={{MEDIC}: A Multi-Task Learning Dataset for Disaster Image Classification},
author={Firoj Alam and Tanvirul Alam and Md. Arid Hasan and Abul Hasnat and Muhammad Imran and Ferda Ofli},
Keywords = {Multi-task Learning, Social media images, Image Classification, Natural disasters, Crisis Informatics, Deep learning, Dataset},
journal={Neural Computing and Applications},
volume={35},
issue={3},
pages={2609--2632},
year={2023},
publisher={Springer}
}

@InProceedings{crisismmd2018icwsm,
  author = {Alam, Firoj and Ofli, Ferda and Imran, Muhammad},
  title = {{CrisisMMD}: Multimodal Twitter Datasets from Natural Disasters},
  booktitle = {Proceedings of the 12th International AAAI Conference on Web and Social Media (ICWSM)},
  year = {2018},
  month = {June},
  date = {23-28},
  location = {USA}
}

@inproceedings{10.1109/ASONAM49781.2020.9381294,
author = {Alam, Firoj and Ofli, Ferda and Imran, Muhammad and Alam, Tanvirul and Qazi, Umair},
title = {Deep learning benchmarks and datasets for social media image classification for disaster response},
year = {2021},
isbn = {9781728110561},
publisher = {IEEE Press},
url = {https://doi.org/10.1109/ASONAM49781.2020.9381294},
doi = {10.1109/ASONAM49781.2020.9381294},
booktitle = {Proceedings of the 12th IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining},
pages = {151–158},
numpages = {8},
keywords = {benchmarking, crisis computing, deep learning, disaster image classification, natural disasters, social media},
location = {Virtual Event, Netherlands},
series = {ASONAM '20}
}

@inproceedings{mouzannar2018damage,
  title={Damage Identification in Social Media Posts using Multimodal Deep Learning.},
  author={Mouzannar, Hussein and Rizk, Yara and Awad, Mariette},
  booktitle={ISCRAM},
  year={2018},
  organization={Rochester, NY, USA}
}

@inproceedings{nguyen2017damage,
  title={Damage assessment from social media imagery data during disasters},
  author={Nguyen, Dat T and Ofli, Ferda and Imran, Muhammad and Mitra, Prasenjit},
  booktitle={Proceedings of the 2017 IEEE/ACM international conference on advances in social networks analysis and mining 2017},
  pages={569--576},
  year={2017}
}
Downloads last month
445