Earth Surface Forecasting On Earthnet2021 Iid

Metrics

EarthNetScore

Results

Performance results of various models on this benchmark

		Paper Title
Earthformer	0.3425	Earthformer: Exploring Space-Time Transformers for Earth System Forecasting
Diaconu ConvLSTM	0.3266	Understanding the Role of Weather Data for Earth Surface Forecasting using a ConvLSTM-based Model
SGConvLSTM	0.3176	Deep learning for satellite image forecasting of vegetation greenness
SGEDConvLSTM	0.3164	Deep learning for satellite image forecasting of vegetation greenness
Channel-U-Net Baseline	0.2902	EarthNet2021: A large-scale dataset and challenge for Earth surface forecasting as a guided video prediction task
Arcon Baseline	0.2803	EarthNet2021: A large-scale dataset and challenge for Earth surface forecasting as a guided video prediction task
Persistence Baseline	0.2625	EarthNet2021: A large-scale dataset and challenge for Earth surface forecasting as a guided video prediction task

0 of 7 row(s) selected.

Earth Surface Forecasting On Earthnet2021 Iid

Metrics

EarthNetScore

Results

Performance results of various models on this benchmark

		Paper Title
Earthformer	0.3425	Earthformer: Exploring Space-Time Transformers for Earth System Forecasting
Diaconu ConvLSTM	0.3266	Understanding the Role of Weather Data for Earth Surface Forecasting using a ConvLSTM-based Model
SGConvLSTM	0.3176	Deep learning for satellite image forecasting of vegetation greenness
SGEDConvLSTM	0.3164	Deep learning for satellite image forecasting of vegetation greenness
Channel-U-Net Baseline	0.2902	EarthNet2021: A large-scale dataset and challenge for Earth surface forecasting as a guided video prediction task
Arcon Baseline	0.2803	EarthNet2021: A large-scale dataset and challenge for Earth surface forecasting as a guided video prediction task
Persistence Baseline	0.2625	EarthNet2021: A large-scale dataset and challenge for Earth surface forecasting as a guided video prediction task

0 of 7 row(s) selected.

Earth Surface Forecasting On Earthnet2021 Iid | SOTA | HyperAI