abalhomaid/disaster-uda-models
Image Classification • Updated
image imagewidth (px) 80 7.36k | label class label 2
classes | domain stringclasses 4
values | domain_name stringclasses 4
values | filename stringlengths 22 36 |
|---|---|---|---|---|
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_109.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_550.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_2324.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_2587.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_562.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_967.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_234.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_2336.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_664.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_1528.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_2318.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_634.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_1802.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_494.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_703.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_772.png | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_751.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_49.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_1741.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_1540.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_37.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_1450.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_2536.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_1215.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_534.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_1120.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_1302.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_2337.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_1104.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_186.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_2088.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_96.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_447.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_2273.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_2609.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_1703.png | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_1734.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_956.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_145.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_2133.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_1738.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_2516.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_144.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_583.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_1098.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_2264.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_1427.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_103.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_1252.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_1683.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_1076.png | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_2223.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_1579.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_2283.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_1869.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_227.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_2394.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_2602.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_2500.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_1254.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_806.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_617.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_2090.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_948.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_1896.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_1211.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_1451.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_347.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_1408.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_1895.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_309.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_446.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_1942.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_932.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_1713.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_2248.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_2322.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_2005.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_548.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_1075.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_209.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_2291.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_1444.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_1135.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_996.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_1218.png | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_1943.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_1056.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_230.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_339.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_1307.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_310.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_1785.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_2511.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_1453.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_1271.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_197.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_875.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_1080.jpg | |
0no_damage | E | Ecuador Earthquake | ecuador_eq_none_im_2497.png |
Binary damage classification dataset (damage vs. no damage) across 4 natural disaster domains, used in:
Unsupervised Domain Adaptation for Rapid Disaster Damage Assessment
| Domain | Code | Event | Images |
|---|---|---|---|
| Ecuador Earthquake | E | 2016 | 1,724 |
| Nepal Earthquake | N | 2015 | 19,104 |
| Hurricane Matthew | M | 2016 | 333 |
| Typhoon Ruby | R | 2014 | 833 |
Total: 21,994 images across 4 domains.
Columns:
image: PIL Imagelabel: 0 = no_damage, 1 = damagedomain: Single-letter domain code (E, N, M, R)domain_name: Full domain namefilename: Original image filenamedatasets
from datasets import load_dataset
ds = load_dataset("abalhomaid/disaster-damage-assessment")
# Filter by domain
nepal = ds["train"].filter(lambda x: x["domain"] == "N")
To use with the reproduction code, extract to the expected directory layout:
from datasets import load_dataset
import os
from PIL import Image
ds = load_dataset("abalhomaid/disaster-damage-assessment")
domain_dirs = {"E": "ecuador_eq", "N": "nepal_eq", "M": "matthew_hurricane", "R": "ruby_typhoon"}
class_dirs = {0: "no_damage", 1: "damage"}
for row in ds["train"]:
domain_dir = domain_dirs[row["domain"]]
class_dir = class_dirs[row["label"]]
out_dir = f"data/damage/{domain_dir}/images/{class_dir}"
os.makedirs(out_dir, exist_ok=True)
row["image"].save(f"{out_dir}/{row['filename']}")
See the reproduction repository for training and evaluation code.
Pre-trained model weights: abalhomaid/disaster-uda-models