EarthNet2021 Challenge - Leaderboard

Main (IID)

Rank	Model Name	Group Name	MAD	OLS	EMD	SSIM	EarthNetScore
1	Earthformer	Earthformer-Team	0.2749	0.3619	0.2701	0.6350	0.3425
2	Diaconu ConvLSTM	TUM	0.2638	0.3513	0.2623	0.5565	0.3266
3	SGConvLSTM	ETH Zurich	0.2589	0.3456	0.2533	0.5292	0.3176
4	SGEDConvLSTM	ETH Zurich	0.2580	0.3440	0.2532	0.5237	0.3164
5	Channel-U-Net Baseline	EN-Team	0.2482	0.3381	0.2336	0.3973	0.2902
6	Arcon Baseline	EN-Team	0.2414	0.3216	0.2258	0.3863	0.2803
7	Persistence Baseline	EN-Team	0.2315	0.3239	0.2099	0.3265	0.2625
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Robustness (OOD)

Rank	Model Name	Group Name	MAD	OLS	EMD	SSIM	EarthNetScore
1	Earthformer	Earthformer-Team	0.2533	0.3581	0.2732	0.5270	0.3252
2	Diaconu ConvLSTM	TUM	0.2541	0.3522	0.2660	0.5125	0.3204
3	SGConvLSTM	ETH Zurich	0.2512	0.3481	0.2597	0.4977	0.3146
4	SGEDConvLSTM	ETH Zurich	0.2497	0.3450	0.2587	0.4887	0.3121
5	Channel-U-Net Baseline	EN-Team	0.2402	0.3390	0.2371	0.3721	0.2854
6	Arcon Baseline	EN-Team	0.2314	0.3088	0.2177	0.3432	0.2655
7	Persistence Baseline	EN-Team	0.2248	0.3236	0.2123	0.3112	0.2587
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Extreme Summer

Rank	Model Name	Group Name	MAD	OLS	EMD	SSIM	EarthNetScore
1	SGConvLSTM	ETH Zurich	0.2366	0.3199	0.2279	0.3497	0.2740
2	SGEDConvLSTM	ETH Zurich	0.2304	0.3164	0.2186	0.2993	0.2595
3	Channel-U-Net Baseline	EN-Team	0.2286	0.2973	0.2065	0.2306	0.2364
4	Arcon Baseline	EN-Team	0.2243	0.2753	0.1975	0.2084	0.2215
5	Diaconu ConvLSTM	TUM	0.2137	0.2906	0.1879	0.1904	0.2140
6	Persistence Baseline	EN-Team	0.2158	0.2806	0.1614	0.1605	0.1939
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Seasonal Cycle

Rank	Model Name	Group Name	MAD	OLS	EMD	SSIM	EarthNetScore
1	Persistence Baseline	EN-Team	0.2329	0.3848	0.2034	0.3184	0.2676
2	Diaconu ConvLSTM	TUM	0.2146	0.3778	0.2003	0.1685	0.2193
3	SGConvLSTM	ETH Zurich	0.2207	0.3756	0.1723	0.1817	0.2162
4	Channel-U-Net Baseline	EN-Team	0.2169	0.3811	0.1903	0.1255	0.1955
5	SGEDConvLSTM	ETH Zurich	0.2056	0.3585	0.1543	0.1218	0.1790
6	Arcon Baseline	EN-Team	0.2014	0.3788	0.1787	0.0834	0.1587
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