Thermal Image Restoration on HM-TIR benchmark leaderboard · SOTA2 Research

Thermal Image Restoration on HM-TIR

37.46PSNR (Contrast)ECMRNet

Evaluation Results

Method	Links
ECMRNet2026.05		37.46	0.989	41.72	0.974	27.88	0.924	34.27	0.956	22.49	0.839	26.86	0.873	21.82	0.794	30.36	0.907
ECMRNet2026.05		37.46	0.989	41.72	0.974	27.88	0.924	34.27	0.956	22.49	0.839	26.86	0.873	21.82	0.794	30.36	0.907
MAS2026.05		34.79	0.971	21.07	0.749	17.95	0.378	30.48	0.888	17.42	0.285	17.7	0.321	16.99	0.232	22.34	0.546
AdaIR2026.05		33.71	0.974	36.97	0.952	26.91	0.893	31.8	0.927	22.26	0.803	25.92	0.826	21.29	0.757	28.41	0.876
Restormer2026.05		33.66	0.974	36.72	0.948	26.88	0.889	31.23	0.916	21.6	0.799	25.77	0.821	21.33	0.753	28.17	0.871
MoCE-IR2026.05		33.5	0.973	39.86	0.969	27.31	0.91	30.57	0.941	22.08	0.827	26.44	0.867	21.64	0.779	28.77	0.895
PromptIR2026.05		33.35	0.972	37.2	0.952	26.66	0.897	31.66	0.926	22.13	0.809	26.47	0.831	21.82	0.764	28.47	0.879
PPFN2026.05		32.58	0.931	39.8	0.969	29.41	0.919	27.59	0.865	22.83	0.793	25.58	0.838	22.11	0.775	28.56	0.87
NAFNet2026.05		30.56	0.945	34.64	0.926	25.43	0.845	29.38	0.891	20.35	0.721	24.4	0.774	19.94	0.669	26.39	0.824
SI2026.05		23.34	0.826	22.24	0.789	22.15	0.789	23.59	0.79	21.17	0.755	22.12	0.737	19.61	0.708	22.03	0.771
LwF2026.05		23.26	0.848	23.5	0.815	22.76	0.829	22.33	0.808	19.87	0.757	22.61	0.782	19.55	0.731	22.12	0.796
EWC2026.05		21.21	0.799	22.01	0.751	23.11	0.733	21.11	0.756	20.34	0.686	22.68	0.682	19.87	0.64	21.48	0.721
DA-CLIP2026.05		15.63	0.714	29.39	0.83	21.51	0.561	17.09	0.695	16.85	0.432	20.74	0.494	16.68	0.408	19.7	0.591
DiffUIR2026.05		12.92	0.661	34.12	0.916	20.65	0.76	17.25	0.746	16.5	0.385	20.09	0.676	16.32	0.333	19.69	0.64