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Image Restoration on CDD 11 (test)

26.46PSNR (L+H+R)

PaAgent

Updated 15d ago

Evaluation Results

Method
PaAgent 2026.03	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-IR 2026.05	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-IR 2026.05	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
TEAFormer 2026.05	25.88	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	79.6	26.05	80	-	-
MoCE-IR-S 2024.11	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
MoCEIR 2026.05	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-S 2026.05	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
OneRestore 2024.11	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
OneRestore 2026.05	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
OneRestore 2026.05	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
ClusIR 2025.12	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
WGWSNet 2024.11	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
WGWSNet 2025.12	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
WGWSNet 2026.05	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
WGWSNet 2026.05	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
PromptIR 2024.11	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
PromptIR 2025.12	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
PromptIR 2026.05	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
PromptIR 2026.05	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
AirNet 2024.11	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
AirNet 2025.12	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
AirNet 2026.05	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
AirNet 2026.05	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
WeatherDiff 2024.11	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
WeatherDiff 2025.12	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
WeatherDiff 2026.05	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
WeatherDiff 2026.05	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
CPLIR 2026.03	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	-	-
GridFormer 2026.03	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	-	-
PromptIR 2026.03	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	-	-
RAM 2026.03	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	-	-
AWRaCLe 2026.03	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-Restore 2026.03	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	-	-
AdaIR 2026.03	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	-	-
DFPIR 2026.03	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	-	-
DGSolver 2026.03	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-RCOT 2026.03	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	-	-
AgenticIR 2026.03	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-L 2026.01	1.783	2.083	-	4.454	-	4.445	-	4.532	-	1.587	-	2.161	-	1.929	-	3.801	-	3.589	-	-	1.514	-	2.898	-
DiffUIR 2026.01	1.63	1.935	-	4.256	-	4.297	-	4.347	-	1.583	-	1.817	-	1.675	-	3.389	-	3.247	-	-	1.486	-	2.697	-
BioIR 2026.01	1.617	1.718	-	4.258	-	4.345	-	4.405	-	1.561	-	1.783	-	1.612	-	3.378	-	3.328	-	-	1.471	-	2.68	-
AdaIR 2026.01	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-IR 2026.01	1.602	1.745	-	4.314	-	4.247	-	4.358	-	1.579	-	1.76	-	1.678	-	3.397	-	3.283	-	-	1.479	-	2.677	-
HOGformer 2026.01	1.569	1.478	-	4.396	-	4.274	-	4.417	-	1.551	-	1.7	-	1.591	-	3.409	-	3.307	-	-	1.472	-	2.651	-