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ResearchFormerly WizWand

Remote Sensing Downstream Tasks on Pangaea benchmark

82.97HLSEoS-FM Small

Evaluation results

Method	Links
EoS-FM Small2025.11		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-FM2025.11		81.69	44.13	31.94	82.24	53.92	66.73	39.79	23.61	61.32	38.03	41.05	3.67
UNet2025.11		79.46	24.3	29.53	88.55	46.77	52.58	35.59	13.88	46.08	34.84	40.39	10.14
Prithvi2025.11		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 Base2025.11		77.39	44.06	39.96	84.43	—	54	37.35	35.65	43.21	38.59	—	5.72
Thor Base2025.11		76.9	40.67	38.93	86.29	—	42.8	35.21	42.23	55.94	38.9	—	5.36
S12-MAE2025.11		76.6	18.44	31.06	84.81	39.84	35.56	30.59	35.29	40.51	23.6	43.76	13.65
CROMA2025.11		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-DINO2025.11		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-B2025.11		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-MAE2025.11		75.47	21.47	22.86	64.74	56.06	48.75	35.27	13.44	49.68	26.66	54.16	14.77
SatlasNet2025.11		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-Data2Vec2025.11		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-MoCo2025.11		73.11	19.47	32.51	79.58	41.15	35.57	32.24	36.54	49.46	37.97	44.83	11.82
DOFA2025.11		71.98	23.77	27.68	82.84	55.6	27.82	39.15	29.91	46.1	27.74	46.03	12.38
SpectralGPT2025.11		71.82	20.29	34.53	83.12	35.81	39.51	35.33	31.06	36.31	37.35	39.44	12.46
RemoteCLIP2025.11		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-Swin2025.11		67.23	28.19	21.47	62.57	53.45	55.58	28.16	27.21	39.48	32.88	49.3	14.17