LEVIR-CD

Dataset Information
Introduced
2020
License
Unknown
Homepage

Overview

LEVIR-CD is a new large-scale remote sensing building Change Detection dataset. The introduced dataset would be a new benchmark for evaluating change detection (CD) algorithms, especially those based on deep learning.

LEVIR-CD consists of 637 very high-resolution (VHR, 0.5m/pixel) Google Earth (GE) image patch pairs with a size of 1024 × 1024 pixels. These bitemporal images with time span of 5 to 14 years have significant land-use changes, especially the construction growth. LEVIR-CD covers various types of buildings, such as villa residences, tall apartments, small garages and large warehouses. Here, we focus on building-related changes, including the building growth (the change from soil/grass/hardened ground or building under construction to new build-up regions) and the building decline. These bitemporal images are annotated by remote sensing image interpretation experts using binary labels (1 for change and 0 for unchanged). Each sample in our dataset is annotated by one annotator and then double-checked by another to produce high-quality annotations. The fully annotated LEVIR-CD contains a total of 31,333 individual change-building instances.

Variants: LEVIR-CD

Associated Benchmarks

This dataset is used in 1 benchmark:

Recent Benchmark Submissions

Task Model Paper Date
Change Detection BTC Be the Change You Want … 2025-07-04
Change Detection SChanger-small SChanger: Change Detection from a … 2025-03-26
Change Detection SChanger-base SChanger: Change Detection from a … 2025-03-26
Change Detection CLAFA-LWGANet L2 LWGANet: A Lightweight Group Attention … 2025-01-17
Change Detection CDMaskFormer Rethinking Remote Sensing Change Detection … 2024-06-21
Change Detection SRC-Net SRC-Net: Bi-Temporal Spatial Relationship Concerned … 2024-06-09
Change Detection C2FNet C2F-SemiCD: A Coarse-to-Fine Semi-Supervised Change … 2024-04-22
Change Detection HANet HANet: A Hierarchical Attention Network … 2024-04-14
Change Detection CGNet Change Guiding Network: Incorporating Change … 2024-04-14
Change Detection IMP+MTP(InternImage-XL) MTP: Advancing Remote Sensing Foundation … 2024-03-20
Change Detection MAE+MTP(ViT-B+RVSA) MTP: Advancing Remote Sensing Foundation … 2024-03-20
Change Detection MAE+MTP(ViT-L+RVSA) MTP: Advancing Remote Sensing Foundation … 2024-03-20
Change Detection LSKNet LSKNet: A Foundation Lightweight Backbone … 2024-03-18
Change Detection TTP Time Travelling Pixels: Bitemporal Features … 2023-12-23
Change Detection SGSLN/128 Exchanging Dual Encoder-Decoder: A New … 2023-11-19
Change Detection SGSLN/512 Exchanging Dual Encoder-Decoder: A New … 2023-11-19
Change Detection SGSLN/256 Exchanging Dual Encoder-Decoder: A New … 2023-11-19
Change Detection HCGMNet HCGMNET: A Hierarchical Change Guiding … 2023-02-21
Change Detection Changer (Ex, ResNeSt50) Changer: Feature Interaction is What … 2022-09-17
Change Detection Changer (Ex, ResNet-18) Changer: Feature Interaction is What … 2022-09-17

Research Papers

Recent papers with results on this dataset: