ML Research Wiki / Benchmarks / Change Detection / CDD Dataset (season-varying)

CDD Dataset (season-varying)

Change Detection Benchmark

Performance Over Time

📊 Showing 13 results | 📏 Metric: F1-Score

Top Performing Models

Rank Model Paper F1-Score Date Code
1 IMP+MTP(InternImage-XL) 📚 MTP: Advancing Remote Sensing Foundation Model via Multi-Task Pretraining 98.33 2024-03-20 📦 vitae-transformer/mtp 📦 cuzyoung/crossearth
2 MAE+MTP(ViT-L+RVSA) 📚 MTP: Advancing Remote Sensing Foundation Model via Multi-Task Pretraining 97.98 2024-03-20 📦 vitae-transformer/mtp 📦 cuzyoung/crossearth
3 MAE+MTP(ViT-B+RVSA) 📚 MTP: Advancing Remote Sensing Foundation Model via Multi-Task Pretraining 97.87 2024-03-20 📦 vitae-transformer/mtp 📦 cuzyoung/crossearth
4 SGSLN/512 📚 Exchanging Dual Encoder-Decoder: A New Strategy for Change Detection with Semantic Guidance and Spatial Localization 97.77 2023-11-19 📦 walking-shadow/Semantic-guidance-and-spatial-localization-network
5 SChanger-base SChanger: Change Detection from a Semantic Change and Spatial Consistency Perspective 97.62 2025-03-26 📦 zhouziyu-cn/SChanger
6 SGSLN/256 📚 Exchanging Dual Encoder-Decoder: A New Strategy for Change Detection with Semantic Guidance and Spatial Localization 96.24 2023-11-19 📦 walking-shadow/Semantic-guidance-and-spatial-localization-network
7 C2FNet C2F-SemiCD: A Coarse-to-Fine Semi-Supervised Change Detection Method Based on Consistency Regularization in High-Resolution Remote Sensing Images 95.93 2024-04-22 📦 chengxihan/c2f-semicd-and-c2f-cdnet
8 SChanger-small SChanger: Change Detection from a Semantic Change and Spatial Consistency Perspective 95.75 2025-03-26 📦 zhouziyu-cn/SChanger
9 DDPM-CD DDPM-CD: Denoising Diffusion Probabilistic Models as Feature Extractors for Change Detection 95.62 2022-06-23 📦 wgcban/ddpm-cd
10 HCGMNet HCGMNET: A Hierarchical Change Guiding Map Network For Change Detection 95.07 2023-02-21 📦 ChengxiHAN/HCGMNet-CD

All Papers (13)

vitae-transformer/mtp cuzyoung/crossearth
vitae-transformer/mtp cuzyoung/crossearth
vitae-transformer/mtp cuzyoung/crossearth
walking-shadow/Semantic-guidance-and-spatial-localization-network
zhouziyu-cn/SChanger
walking-shadow/Semantic-guidance-and-spatial-localization-network
chengxihan/c2f-semicd-and-c2f-cdnet
zhouziyu-cn/SChanger
wgcban/ddpm-cd
ChengxiHAN/HCGMNet-CD
chengxihan/cgnet-cd
walking-shadow/Semantic-guidance-and-spatial-localization-network
chengxihan/hanet-cd