State Estimation on Lorenz-96 quadratic capped observation operator (test) benchmark leaderboard · SOTA2 Research

State Estimation on Lorenz-96 quadratic capped observation operator (test)

0.201RMSEFPPF

Evaluation Results

Method	Links
FPPF2026.07		0.201	0.125
FPPF2026.07		0.237	0.134
FPPF2026.07		0.254	0.142
BPF2026.07		0.279	0.205
APF2026.07		0.288	0.207
FPPF2026.07		0.321	0.191
FlowDAS2026.07		0.354	0.233
FPPF2026.07		0.382	0.223
BPF2026.07		0.404	0.242
BPF2026.07		0.411	0.25
APF2026.07		0.416	0.25
APF2026.07		0.429	0.253
FlowDAS2026.07		0.51	0.283
FPPF2026.07		0.519	0.289
NASMC-Gauss2026.07		0.556	0.358
FlowDAS2026.07		0.56	0.331
BPF2026.07		0.591	0.332
APF2026.07		0.606	0.342
FlowDAS2026.07		0.629	0.33
NASMC-MD2026.07		0.639	0.423
FlowDAS2026.07		0.74	0.411
EnKF2026.07		0.757	0.52
APF2026.07		0.772	0.431
BPF2026.07		0.803	0.456
NASMC-MD2026.07		0.857	0.581
FlowDAS2026.07		0.945	0.511
NASMC-Gauss2026.07		0.957	0.657
InfNN2026.07		0.962	0.684
NASMC-MD2026.07		1.05	0.697
NASMC-Gauss2026.07		1.06	0.703
NASMC-MD2026.07		1.184	0.773
NASMC-Gauss2026.07		1.248	0.823
NASMC-MD2026.07		1.416	0.92
NASMC-Gauss2026.07		1.425	0.901
NASMC-Gauss2026.07		1.502	0.961
NASMC-MD2026.07		1.605	0.995
EnKF2026.07		1.661	1.145
APF2026.07		1.878	1.143
BPF2026.07		1.942	1.213
EnKF2026.07		2.621	1.761
EnKF2026.07		3.157	2.102
InfNN2026.07		3.282	2.441
EnKF2026.07		3.474	2.368
InfNN2026.07		3.599	2.606
InfNN2026.07		4.213	3.149
InfNN2026.07		4.314	3.227
EnKF2026.07		4.353	3.102
InfNN2026.07		4.726	3.651