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Remote Sensing Downstream Tasks on Pangaea benchmark

82.97HLS

EoS-FM Small

Updated 3mo ago

Evaluation Results

Method	Links
EoS-FM Small 2025.11		82.97	45.38	15.18	86.45	51.42	62.59	34.84	20.16	52.38	37.46	51.67	7.78
EoS-FM 2025.11		81.69	44.13	31.94	82.24	53.92	66.73	39.79	23.61	61.32	38.03	41.05	3.67
UNet 2025.11		79.46	24.3	29.53	88.55	46.77	52.58	35.59	13.88	46.08	34.84	40.39	10.14
Prithvi 2025.11		77.73	21.24	33.56	86.28	35.08	29.98	32.28	27.71	36.78	35.04	41.19	13.48
Terramind Base 2025.11		77.39	44.06	39.96	84.43	-	54	37.35	35.65	43.21	38.59	-	5.72
Thor Base 2025.11		76.9	40.67	38.93	86.29	-	42.8	35.21	42.23	55.94	38.9	-	5.36
S12-MAE 2025.11		76.6	18.44	31.06	84.81	39.84	35.56	30.59	35.29	40.51	23.6	43.76	13.65
CROMA 2025.11		76.44	32.44	32.8	87.22	46.54	37.39	36.08	36.77	42.15	38.48	40.25	8.79
S12-DINO 2025.11		75.93	23.47	36.62	84.95	41.02	34.63	32.78	38.44	41.15	37.91	42.74	10.78
ViT-B 2025.11		75.92	10.18	38.44	81.85	44.85	56.53	35.39	27.76	36.01	39.2	44.89	11.05
Scale-MAE 2025.11		75.47	21.47	22.86	64.74	56.06	48.75	35.27	13.44	49.68	26.66	54.16	14.77
SatlasNet 2025.11		74.79	29.87	16.76	83.92	44.07	37.86	34.64	29.08	49.78	13.91	44.38	13.86
S12-Data2Vec 2025.11		74.38	17.86	33.09	81.91	41.6	37.27	33.63	34.11	40.66	22.85	46.52	13.81
S12-MoCo 2025.11		73.11	19.47	32.51	79.58	41.15	35.57	32.24	36.54	49.46	37.97	44.83	11.82
DOFA 2025.11		71.98	23.77	27.68	82.84	55.6	27.82	39.15	29.91	46.1	27.74	46.03	12.38
SpectralGPT 2025.11		71.82	20.29	34.53	83.12	35.81	39.51	35.33	31.06	36.31	37.35	39.44	12.46
RemoteCLIP 2025.11		69.4	20.57	17.19	62.22	53.75	56.23	34.43	19.86	43.11	23.85	53.32	15.95
GFM-Swin 2025.11		67.23	28.19	21.47	62.57	53.45	55.58	28.16	27.21	39.48	32.88	49.3	14.17