DATASET
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ABCD dataset
The ABCD (AIST Building Change Detection) dataset is a newly annotated dataset designed for building systems that identify whether structures have been destroyed by tsunamis. Each data point consists of a pair of aerial image patches captured before and after a tsunami, centered on the target building. The dataset includes both fixed‑scale and resized patch pairs, corresponding to different resolutions and spatial scales.
Updated 3/11/2024
github
Description
ABCD Dataset Overview
Dataset Description
- Name: ABCD (AIST Building Change Detection) Dataset
- Purpose: To build and evaluate post‑tsunami building damage detection systems, specifically to identify whether buildings have been washed away.
- Content: Contains 8,506 fixed‑scale and 8,444 resized building image pairs; each pair includes pre‑ and post‑tsunami aerial patches centered on a target building.
- Image Source: RGB aerial imagery from Japan's Tohoku region captured before and after the 2011 Great East Japan Earthquake.
- Image Resolution: Pre‑earthquake images at 40 cm resolution; post‑earthquake images originally at 12 cm (resampled to 40 cm).
- Image Format: Fixed‑scale images are 160 × 160 pixels; resized images are uniformly cropped to 128 × 128 pixels based on building size.
- Label Source: Labels derived from on‑site surveys conducted by the Ministry of Land, Infrastructure, Transport and Tourism (MLIT), which assessed over 220,000 buildings in the affected area.
Dataset Structure
- Directory Layout:
fixed-scale/: Fixed‑scale image pairs.patch-pairs/: Stores fixed‑scale pairs in.tifformat.5fold-list/: CSV files for 5‑fold cross‑validation.
resized/: Resized image pairs.patch-pairs/: Stores resized pairs in.tifformat.5fold-list/: CSV files for 5‑fold cross‑validation.
- File Format: Each
.tiffile contains six channels; the first three are pre‑tsunami RGB, the last three are post‑tsunami RGB. - Label Format: In the CSV, the first column is the file name and the second column is the class label ("1" for "washed away", "0" for "survived").
Download Information
- Download Link: ABCD Dataset Download
- File Size: 2.1 GB
- Terms of Use: Please read the Terms of Use before downloading.
Contact
- Contact Person: Aito Fujita
- Institution: National Institute of Advanced Industrial Science and Technology (AIST), Japan
- Email: fujita.713[at]aist.go.jp
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Topics
Building Change Detection
Tsunami Impact Assessment
Source
Organization: github
Created: 11/2/2017
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