Image Restoration on CDD 11 (test)

26.46PSNR (L+H+R)PaAgent

Evaluation results

Method
PaAgent2026.03	26.46	27.24	88	28.37	92	29.57	92	29.39	91	26.46	87	27.7	88	27.02	86	28.1	92	27.83	91	87	25.95	86	—	—
DFC-IR2026.05	26.27	27.71	83.1	34.94	99.3	35.41	97.6	37.22	98.3	26.87	82.8	26.87	81.2	26.85	80.6	31.94	97.3	32.15	97.7	80.4	26.25	80.3	30.22	89
MMFE-IR2026.05	26.13	27.73	83	36.03	99.3	35.44	97.5	37.25	98.4	27.07	82.6	26.85	80.9	26.82	80.6	32.08	97.2	32.72	97.7	80	26.28	80.2	30.4	88.9
TEAFormer2026.05	25.88	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	79.6	26.05	80	—	—
MoCE-IR-S2024.11	25.41	27.26	82.4	32.66	99	34.31	97	35.91	98	26.24	81.7	26.25	80	26.04	79.3	29.93	96.4	30.19	97	78.9	25.39	79	29.05	88.1
MoCEIR2026.05	25.41	27.26	82.4	32.66	99	34.31	97	35.91	98	26.24	81.7	26.25	80	26.04	79.3	29.93	96.4	30.19	97	78.9	25.39	79	29.05	88.1
MoCE-IR-S2026.05	25.41	27.26	82.4	32.66	99	34.31	97	35.91	98	26.24	81.7	26.25	80	26.04	79.3	29.93	96.4	30.19	97	78.9	25.39	79	29.05	88.1
OneRestore2024.11	24.78	26.48	82.6	32.52	99	33.4	96.4	34.31	97.3	25.79	82.2	25.58	79.9	25.19	78.9	29.99	95.7	30.21	96.4	78.8	24.9	79.1	28.47	87.8
OneRestore2026.05	24.78	26.48	82.6	32.52	99	33.4	96.4	34.31	97.3	25.79	82.2	25.58	79.9	25.19	78.9	29.99	95.7	30.21	96.4	78.8	24.9	79.1	28.47	87.8
OneRestore2026.05	24.78	26.48	82.6	32.52	99	33.4	96.4	34.31	97.3	25.79	82.2	25.58	79.9	25.19	78.9	29.99	95.7	30.21	96.4	78.8	24.9	79.1	28.47	87.8
ClusIR2025.12	24.31	26.62	82.5	28.58	98.2	32.59	96.4	33.52	97.49	24.87	81.44	25.6	79.89	25.41	79.5	27.52	95.5	27.48	96	78	24.18	78.2	27.33	87.8
WGWSNet2024.11	23.9	24.39	77.4	27.9	98.2	33.15	96.4	34.43	97.3	24.27	80	25.06	77.2	24.6	76.5	27.23	95.5	27.65	96	77.2	23.97	77.1	26.96	86.3
WGWSNet2025.12	23.9	24.39	77.4	27.9	98.2	33.15	96.4	34.43	97.3	24.27	80	25.06	77.2	24.6	76.5	27.23	95.5	27.65	96	77.2	23.97	77.1	26.96	86.3
WGWSNet2026.05	23.9	24.39	77.4	27.9	98.2	33.15	96.4	34.43	97.3	24.27	80	25.06	77.2	24.6	76.5	27.23	95.5	27.65	96	77.2	23.97	77.1	26.96	86.3
WGWSNet2026.05	23.9	24.39	77.4	27.9	98.2	33.15	96.4	34.43	97.3	24.27	80	25.06	77.2	24.6	76.5	27.23	95.5	27.65	96	77.2	23.97	77.1	26.96	86.3
PromptIR2024.11	23.74	26.32	80.5	26.1	96.9	31.56	94.6	31.53	96	24.49	78.9	25.05	77.1	24.51	76.1	24.54	92.4	23.7	92.5	75.2	23.33	74.7	25.9	85
PromptIR2025.12	23.74	26.32	80.5	26.1	96.9	31.56	94.6	31.53	96	24.49	78.9	25.05	77.1	24.51	76.1	24.54	92.4	27.05	92.5	75.2	23.33	74.7	25.9	85
PromptIR2026.05	23.74	26.32	80.5	26.1	96.9	31.56	94.6	31.53	96	24.49	78.9	25.05	77.1	24.51	76.1	24.54	92.4	23.7	92.5	75.2	23.33	74.7	25.9	85
PromptIR2026.05	23.74	26.32	80.5	26.1	96.9	31.56	94.6	31.53	96	24.49	78.9	25.05	77.1	24.51	76.1	24.54	92.4	23.7	92.5	75.2	23.33	74.7	25.9	85
AirNet2024.11	21.8	24.83	77.8	24.21	95.1	26.55	89.1	26.79	91.9	23.23	77.9	22.82	71	23.29	72.3	22.21	86.8	23.29	90.1	70.8	22.24	72.5	23.75	81.4
AirNet2025.12	21.8	24.83	77.8	24.21	95.1	26.55	89.1	26.79	91.9	23.23	77.9	22.82	71	23.29	72.3	22.21	86.8	23.29	90.1	70.8	22.24	72.5	23.75	81.4
AirNet2026.05	21.8	24.83	77.8	24.21	95.1	26.55	89.1	26.79	91.9	23.23	77.9	22.82	71	23.29	72.3	22.21	86.8	23.29	90.1	70.8	22.24	72.5	23.75	81.4
AirNet2026.05	21.8	24.83	77.8	24.21	95.1	26.55	89.1	26.79	91.9	23.23	77.9	22.82	71	23.29	72.3	22.21	86.8	23.29	90.1	70.8	22.24	72.5	23.75	81.4
WeatherDiff2024.11	21.23	23.58	76.3	21.99	90.4	24.85	88.5	24.8	88.8	21.83	75.6	22.69	73	22.12	70.7	21.25	86.8	21.99	86.8	71.6	21.04	69.8	22.49	79.9
WeatherDiff2025.12	21.23	23.58	76.3	21.99	90.4	24.85	88.5	24.8	88.8	21.83	75.6	22.69	73	22.12	70.7	21.25	86.8	21.99	86.8	71.6	21.04	69.8	22.49	79.9
WeatherDiff2026.05	21.23	23.58	76.3	21.99	90.4	24.85	88.5	24.8	88.8	21.83	75.6	22.69	73	22.12	70.7	21.25	86.8	21.99	86.8	71.6	21.04	69.8	22.49	79.8
WeatherDiff2026.05	21.23	23.58	76.3	21.99	90.4	24.85	88.5	24.8	88.8	21.83	75.6	22.69	73	22.12	70.7	21.25	86.8	21.99	86.8	71.6	21.04	69.8	22.49	79.9
CPLIR2026.03	16.09	15.27	66	16.02	71	18.58	77	17.84	71	15.7	65	15.33	70	14.76	62	16.31	72	15.51	67	67	15.28	61	—	—
GridFormer2026.03	15.95	14.62	64	17.32	78	18.92	77	18.83	77	15.67	68	14.85	60	13.34	60	18.21	79	16.79	76	66	15.51	67	—	—
PromptIR2026.03	15.67	14.49	63	17.52	76	18.76	74	17.95	73	15.27	65	15.12	61	13.8	57	17.43	72	16.83	73	64	14.96	62	—	—
RAM2026.03	15.66	14.41	64	15.73	72	18.49	76	16.9	69	15.25	65	14.54	66	13.87	57	15.89	72	15.15	68	65	14.89	61	—	—
AWRaCLe2026.03	15.59	13.5	62	15.89	74	18.19	75	18.95	74	14.35	65	13.46	59	12.46	58	15.81	73	15.59	72	66	15.13	65	—	—
NDR-Restore2026.03	15.58	14.43	62	17.02	74	18.4	73	17.53	72	15.16	63	15.12	61	13.78	57	17.19	72	16.17	72	63	14.85	60	—	—
AdaIR2026.03	15.34	14.49	63	17.1	75	18.4	73	17.72	72	14.88	64	15.25	62	14.02	57	16.91	71	16.5	72	64	14.58	61	—	—
DFPIR2026.03	15.19	14.93	62	14.85	69	16.47	69	15.62	68	14.98	64	15.55	60	14.2	55	15.25	69	14.25	66	63	14.82	61	—	—
DGSolver2026.03	14.83	13.86	64	16.7	75	17.98	74	18.21	74	13.84	65	13.81	62	12.79	56	16.14	72	16.75	74	65	13.68	63	—	—
DA-RCOT2026.03	11.56	13.33	64	15.1	72	17.4	73	17	72	11.36	60	15.7	66	15.15	62	15.05	70	14.65	70	60	11.49	59	—	—
AgenticIR2026.03	11.07	10.62	29	11.99	36	12.68	31	12.31	37	10.6	28	11.16	28	10.68	28	12	29	11.94	37	25	10.37	28	—	—
UDBM-L2026.01	1.783	2.083	—	4.454	—	4.445	—	4.532	—	1.587	—	2.161	—	1.929	—	3.801	—	3.589	—	—	1.514	—	2.898	—
DiffUIR2026.01	1.63	1.935	—	4.256	—	4.297	—	4.347	—	1.583	—	1.817	—	1.675	—	3.389	—	3.247	—	—	1.486	—	2.697	—
BioIR2026.01	1.617	1.718	—	4.258	—	4.345	—	4.405	—	1.561	—	1.783	—	1.612	—	3.378	—	3.328	—	—	1.471	—	2.68	—
AdaIR2026.01	1.608	1.559	—	4.178	—	4.23	—	4.317	—	1.542	—	1.752	—	1.582	—	3.242	—	3.351	—	—	1.459	—	2.62	—
MOCE-IR2026.01	1.602	1.745	—	4.314	—	4.247	—	4.358	—	1.579	—	1.76	—	1.678	—	3.397	—	3.283	—	—	1.479	—	2.677	—
HOGformer2026.01	1.569	1.478	—	4.396	—	4.274	—	4.417	—	1.551	—	1.7	—	1.591	—	3.409	—	3.307	—	—	1.472	—	2.651	—