Search Results for author: Edward T. A. Mitchard

Found 4 papers, 0 papers with code

Serious errors impair an assessment of forest carbon projects: A rebuttal of West et al. (2023)

no code implementations11 Dec 2023 Edward T. A. Mitchard, Harry Carstairs, Riccardo Cosenza, Sassan S. Saatchi, Jason Funk, Paula Nieto Quintano, Thom Brade, Iain M. McNicol, Patrick Meir, Murray B. Collins, Eric Nowak

Independent retrospective analyses of the effectiveness of reducing deforestation and forest degradation (REDD) projects are vital to ensure climate change benefits are being delivered.

counterfactual

Multimodal deep learning for mapping forest dominant height by fusing GEDI with earth observation data

no code implementations20 Nov 2023 Man Chen, Wenquan Dong, Hao Yu, Iain Woodhouse, Casey M. Ryan, Haoyu Liu, Selena Georgiou, Edward T. A. Mitchard

Consequently, we proposed a novel deep learning framework termed the multi-modal attention remote sensing network (MARSNet) to estimate forest dominant height by extrapolating dominant height derived from GEDI, using Setinel-1 data, ALOS-2 PALSAR-2 data, Sentinel-2 optical data and ancillary data.

Earth Observation Multimodal Deep Learning

Forest aboveground biomass estimation using GEDI and earth observation data through attention-based deep learning

no code implementations6 Nov 2023 Wenquan Dong, Edward T. A. Mitchard, Hao Yu, Steven Hancock, Casey M. Ryan

AU-FC achieved intermediate R2 of 0. 64, RMSE of 44. 92 Mgha-1, and bias of -0. 56 Mg ha-1, outperforming RF but underperforming AU model using spatial information.

Earth Observation

Detecting Deforestation from Sentinel-1 Data in the Absence of Reliable Reference Data

no code implementations24 May 2022 Johannes N. Hansen, Edward T. A. Mitchard, Stuart King

Large and small scale deforestation across the globe is threatening the stability of our climate, forest biodiversity, and therefore the preservation of fragile ecosystems and our natural habitat as a whole.

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