Single Image Reflection Removal on Real20 (test)
27.58PSNROurs + DEBS
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Ours + DEBSMethod Category=Gen., k=42025.12 | 27.58 | 88.1 | — | — | |
| OursMethod Category=Gen.2025.12 | 27.27 | 87.1 | — | — | |
| PRISM2026.06 | 27.14 | 85.3 | — | — | |
| RDNetMethod Category=Non-Gen.2025.12 | 25.71 | 85 | — | — | |
| RDNetNaturalness condition=with Naturalness (w Nat.)2024.10 | 25.58 | 84.6 | — | — | |
| RDNetVenue=CVPR, 2025, Data Setting=Setting II2026.06 | 25.58 | 84.6 | — | — | |
| RDNet2026.06 | 25.58 | 84.6 | — | — | |
| DAI2025.03 | 25.24 | 84 | — | — | |
| DAI2026.06 | 25.24 | 84 | — | — | |
| ReflexSplitVenue=–, Trainable Parameters=174M2026.01 | 25.22 | 84.6 | — | — | |
| DSITMethod Category=Non-Gen.2025.12 | 25.22 | 83.6 | — | — | |
| DSIT2026.06 | 25.22 | 83.6 | — | — | |
| DAIMethod Category=Gen.2025.12 | 25.21 | 84.1 | — | — | |
| DIRS-PAIRData Setting=Setting II2026.06 | 25.19 | 83.4 | — | — | |
| DSITVenue=NeurIPS 2024, finetuned_on_DRR=true2025.03 | 25.18 | 82.2 | — | — | |
| RDNetVenue=CVPR 2025, Trainable Parameters=266.4M2026.01 | 25.17 | 84.1 | — | — | |
| RDNetVenue=CVPR 2025, finetuned_on_DRR=false2025.03 | 25.1 | 83.3 | — | — | |
| DIRS-PAIRData Setting=Setting I2026.06 | 25.02 | 83.6 | — | — | |
| RDNetVenue=CVPR 2025, finetuned_on_DRR=true2025.03 | 24.8 | 82.7 | — | — | |
| DSITVenue=NeurIPS 2024, Trainable Parameters=136M2026.01 | 24.71 | 83.1 | — | — | |
| DSITVenue=NeurIPS 2024, finetuned_on_DRR=false2025.03 | 24.54 | 81.4 | — | — | |
| DSRNetVenue=ICCV 2023, finetuned_on_DRR=true2025.03 | 24.52 | 82.2 | — | — | |
| RDNetNaturalness condition=without Naturalness (w/o Nat.)2024.10 | 24.43 | 83.5 | — | — | |
| RDNetVenue=CVPR, 2025, Data Setting=Setting I2026.06 | 24.43 | 83.5 | — | — | |
| YTMT-UCTrecovery_type=reflection2021.10 | 24.3 | 54.2 | — | — | |
| RRWVenue=CVPR 2024, finetuned_on_DRR=true2025.03 | 24.24 | 80.9 | — | — | |
| DSRNetNaturalness condition=without Naturalness (w/o Nat.)2024.10 | 24.23 | 82 | — | — | |
| DSRNetVenue=ICCV 2023, Trainable Parameters=123.6M2026.01 | 24.19 | 82.1 | — | — | |
| Zhong et al.Venue=CVPR 2024, Trainable Parameters=–2026.01 | 24.05 | 82.4 | — | — | |
| Zhong et al.Venue=CVPR, 2024, Data Setting=Setting II, Extra Data Pairs=true, Additional Prompts=true2026.06 | 24.05 | 82.4 | — | — | |
| DSRNetNaturalness condition=with Naturalness (w Nat.)2024.10 | 23.91 | 81.8 | — | — | |
| DSRNetMethod Category=Non-Gen.2025.12 | 23.91 | 81.8 | — | — | |
| DSRNet2026.06 | 23.91 | 81.8 | — | — | |
| RRW2026.06 | 23.82 | 81.7 | — | — | |
| PRRN+RPENStrategy=Synthetic strategy2023.12 | 23.78 | 83.8 | — | — | |
| L-DiffERVenue=ECCV 2024, finetuned_on_DRR=false2025.03 | 23.77 | 82.1 | — | — | |
| L-DiffERVenue=ECCV, 2024, Data Setting=Setting II, Extra Data Pairs=true, Additional Prompts=true2026.06 | 23.77 | 82.1 | — | — | |
| RobustSIRR2026.06 | 23.61 | 83.5 | — | — | |
| SRNetVenue=TIP, 2024, Data Setting=Setting I2026.06 | 23.58 | 80.3 | — | — | |
| IBCLN2019.11 | 23.57 | 78.3 | — | — | |
| ERRNetrecovery_type=reflection2021.10 | 23.55 | 44.6 | — | — | |
| DExNetVenue=TPAMI, 2025, Data Setting=Setting II2026.06 | 23.5 | 81.7 | — | — | |
| DExNetVenue=TPAMI 2025, Trainable Parameters=9.6M2026.01 | 23.42 | 81.6 | — | — | |
| Dong et al.Naturalness condition=with Naturalness (w Nat.)2024.10 | 23.34 | 81.2 | — | — | |
| Dong et al.Method Category=Non-Gen.2025.12 | 23.34 | 81.2 | — | — | |
| Dong et al.Venue=ICCV, 2021, Data Setting=Setting II2026.06 | 23.34 | 81.2 | — | — | |
| LASIRR2026.06 | 23.34 | 81.2 | — | — | |
| DSRNetVenue=ICCV 2023, finetuned_on_DRR=false2025.03 | 23.31 | 79.1 | — | — | |
| RobustSIRRVenue=CVPR, 2023, Data Setting=Setting I2026.06 | 23.3 | 82.7 | — | — | |
| YTMT-UCT2021.10 | 23.26 | 80.6 | — | — | |
| YTMTNaturalness condition=without Naturalness (w/o Nat.)2024.10 | 23.26 | 80.6 | — | — | |
| YTMTMethod Category=Non-Gen.2025.12 | 23.26 | 80.6 | — | — | |
| YTMT-UCTStrategy=Synthetic strategy2023.12 | 23.26 | 80.6 | — | — | |
| YTMT2026.06 | 23.26 | 80.6 | — | — | |
| YTMTVenue=NeurIPS 2021, Trainable Parameters=29.9M2026.01 | 23.01 | 81 | — | — | |
| RobustSIRRVenue=CVPR 2023, finetuned_on_DRR=true2025.03 | 23 | 79.3 | — | — | |
| RAGNetNaturalness condition=without Naturalness (w/o Nat.)2024.10 | 22.95 | 79.3 | — | — | |
| ERRNet2019.04 | 22.89 | 80.3 | 87.7 | 0.022 | |
| ERRNet2021.10 | 22.89 | 80.3 | — | — | |
| ERRNetNaturalness condition=without Naturalness (w/o Nat.)2024.10 | 22.89 | 80.3 | — | — | |
| ERRNetMethod Category=Non-Gen.2025.12 | 22.89 | 80.3 | — | — | |
| ERRNetStrategy=Synthetic strategy2023.12 | 22.89 | 80.3 | — | — | |
| ERRNetVenue=CVPR, 2019, Data Setting=Setting I2026.06 | 22.89 | 80.3 | — | — | |
| ERRNet2026.06 | 22.89 | 80.3 | — | — | |
| RobustSIRRVenue=CVPR 2023, finetuned_on_DRR=false2025.03 | 22.71 | 78.7 | — | — | |
| ERRNetVenue=CVPR 2019, Trainable Parameters=28.8M2026.01 | 22.69 | 80.3 | — | — | |
| PNACRVenue=MM, 2023, Data Setting=Setting II2026.06 | 22.57 | 80.6 | — | — | |
| Zhang et al.2021.10 | 22.55 | 78.8 | — | — | |
| Zhang et al.Strategy=Synthetic strategy2023.12 | 22.55 | 78.8 | — | — | |
| Zhang et al.Venue=CVPR, 2018, Data Setting=Setting I2026.06 | 22.55 | 78.8 | — | — | |
| IBCLNrecovery_type=reflection2021.10 | 22.36 | 46.9 | — | — | |
| Lei et al.2021.10 | 22.35 | 79.3 | — | — | |
| Lei et al.Strategy=Synthetic strategy2023.12 | 22.35 | 79.3 | — | — | |
| ERRNet-FMode=Fine-tuned2019.11 | 22.18 | 75.6 | — | — | |
| Zhang et al.2019.04 | 21.89 | 78.7 | 90.3 | 0.022 | |
| IBCLN2021.10 | 21.86 | 76.2 | — | — | |
| IBCLNNaturalness condition=without Naturalness (w/o Nat.)2024.10 | 21.86 | 76.2 | — | — | |
| IBCLNMethod Category=Non-Gen.2025.12 | 21.86 | 76.2 | — | — | |
| IBCLNStrategy=Synthetic strategy2023.12 | 21.86 | 76.2 | — | — | |
| IBCLNVenue=CVPR, 2020, Data Setting=Setting I2026.06 | 21.86 | 76.2 | — | — | |
| IBCLN2026.06 | 21.86 | 76.2 | — | — | |
| Zhu et al.Naturalness condition=with Naturalness (w Nat.)2024.10 | 21.83 | 80.1 | — | — | |
| Zhu et al.Method Category=Non-Gen.2025.12 | 21.83 | 80.1 | — | — | |
| RRWVenue=CVPR, 2024, Extra Data Pairs=true2026.06 | 21.83 | 80.1 | — | — | |
| MoG-SIRRVenue=MMAsia, 2021, Data Setting=Setting I2026.06 | 21.63 | 81.4 | — | — | |
| MaxRFVenue=CVPR 2024, Trainable Parameters=27.9M2026.01 | 21.58 | 79.4 | — | — | |
| RRWVenue=CVPR 2024, finetuned_on_DRR=false2025.03 | 21.51 | 76.7 | — | — | |
| Zhang et al.Venue=CVPR 2018, Trainable Parameters=3.1M2026.01 | 21.36 | 77.6 | — | — | |
| DMGNVenue=TIP, 2021, Data Setting=Setting I2026.06 | 20.71 | 77 | — | — | |
| CEILNetconfig=F2019.04 | 20.32 | 73.9 | 83.4 | 0.028 | |
| Zheng et al.Venue=CVPR, 2021, Data Setting=Setting I2026.06 | 20.17 | 75.5 | — | — | |
| BDNconfig=F2019.04 | 20.06 | 73.8 | 82.5 | 0.027 | |
| Zhang et al.2019.11 | 19.56 | 73.6 | — | — | |
| IBCLNVenue=CVPR 2020, Trainable Parameters=24.3M2026.01 | 19.42 | 75 | — | — | |
| RmNet2019.11 | 19.36 | 72.5 | — | — | |
| CEILNet-FMode=Fine-tuned2019.11 | 19.33 | 74.5 | — | — | |
| Input2021.10 | 19.16 | 73.2 | — | — | |
| Input2019.04 | 19.05 | 73.3 | 81.2 | 0.027 | |
| BDN-FMode=Fine-tuned2019.11 | 18.92 | 73.7 | — | — | |
| CEILNet2019.04 | 18.45 | 69 | 81.3 | 0.031 |