Jul 14, 2023 · We utilize a bidirectional LSTM (BiLSTM) network to impute time series LAI and use half mean squared error for each time step as the loss ...

This study evaluates the use of time series Sentinel-1 VH/VV for LAI imputation, aiming to increase spatial-temporal density. We utilize a bidirectional LSTM ( ...

Combining multitemporal optical and SAR data for LAI imputation with BiLSTM network ... Therefore, BiLSTM can be used to impute LAI with time-series Sentinel-1 VH ...

7 days ago · Our proposed framework utilizes a BiLSTM network with an attention mechanism, enhancing the model's ability to handle short sequences in a ...

Jul 17, 2023 · Combining multitemporal optical and SAR data for LAI imputation with BiLSTM network ... (BiLSTM) network to impute time series LAI and use ...

Combining multitemporal optical and SAR data for LAI imputation with BiLSTM network ... Combined Use of Multi-Temporal Optical and Radar Satellite Images ...

Cited by ; Combining multitemporal optical and SAR data for LAI imputation with BiLSTM network. W Zhao, F Yin, H Ma, Q Wu, J Gomez-Dans, P Lewis. arXiv preprint ...

Combining multitemporal optical and SAR data for LAI imputation with BiLSTM network ... We utilize a bidirectional LSTM (BiLSTM) network to impute time series LAI ...

Combining multitemporal optical and SAR data for LAI imputation with BiLSTM network ... Therefore, BiLSTM can be used to impute LAI with time-series Sentinel-1 VH ...

LAI imputation performance using different methods. 20 points are used... Combining multitemporal optical and SAR data for LAI imputation with BiLSTM network.