Thermal Image Restoration on M3FD benchmark leaderboard · SOTA2 Research

Thermal Image Restoration on M3FD

33.28Contrast PSNRECMRNet

Evaluation Results

Method	Links
ECMRNet2026.05		33.28	0.982	44.12	0.983	26.76	0.939	31.14	0.962	21.03	0.866	26.66	0.921	20.39	0.85	29.06	0.929
MAS2026.05		31.63	0.968	21.07	0.786	17.59	0.301	31.54	0.942	16.98	0.225	17.43	0.27	16.77	0.201	21.86	0.527
NAFNet2026.05		29.82	0.961	39.16	0.97	24.41	0.86	29.18	0.937	19.62	0.758	24.18	0.83	19.29	0.731	26.52	0.864
PPFN2026.05		29.46	0.919	41.36	0.98	26.41	0.932	26.75	0.892	20.91	0.856	25.67	0.901	20.31	0.843	27.27	0.903
MoCE-IR2026.05		29.11	0.97	41.71	0.98	26.39	0.934	27.83	0.952	20.82	0.861	26.21	0.917	20.05	0.842	27.44	0.922
Restormer2026.05		29.01	0.963	40.33	0.976	26.2	0.91	28.19	0.939	20.97	0.847	25.81	0.885	19.8	0.826	27.19	0.907
AdaIR2026.05		28.99	0.963	40.1	0.975	26.29	0.914	28.44	0.943	20.76	0.849	25.86	0.889	20.19	0.828	27.23	0.909
PromptIR2026.05		28.59	0.965	40.69	0.977	26.44	0.916	27.76	0.94	21.26	0.857	25.98	0.892	19.91	0.836	27.23	0.912
LwF2026.05		21.72	0.889	23.19	0.858	22.51	0.848	22.06	0.872	20.84	0.823	22.55	0.832	19.85	0.801	21.82	0.846
SI2026.05		20.87	0.848	20.79	0.815	21.12	0.788	21.16	0.834	20.97	0.796	21.24	0.77	19.42	0.772	20.79	0.803
EWC2026.05		18.57	0.799	20.58	0.768	22.02	0.729	18.64	0.782	19.63	0.723	21.88	0.705	19.25	0.697	20.08	0.743