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Building Height Estimation research benchmarks · SOTA2 Research

Building Height Estimation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Rwanda building stock

3,258,527Total Buildings

14

Feb 27, 2026

4.993MAE

12

Apr 1, 2026

T-SwinUNet (Transformer)

1.89RMSE

6

Feb 26, 2026

Sentinel + LiDAR

Empirical Regression

1.5RMSE (m)

2

Feb 26, 2026

Swin Transformer

3.19RMSE (m)

1

Feb 26, 2026

VHR satellite image

85.1IoU

1

Feb 26, 2026

RF/XGBoost (ML)

2.5MAE (m)

1

Feb 26, 2026

3.51RMSE (m)

1

Feb 26, 2026

Random Forest (ML)

96.5Overall Accuracy

1

Feb 26, 2026

Sentinel + ALOS

—

—Primary metric

0

Feb 26, 2026

Popular datasets

LiDAR VHR SAR GIS Sentinel + LiDAR Sentinel

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