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Browse › Computer Vision › Image Super-Resolution › Set14 - 4x upscaling

Image Super-Resolution archive 2025-07-28

Set14 - 4x upscaling Benchmark (Image Super-Resolution)

104 rows 91 with code listed 5 metrics Dataset page

Image Super-Resolution is a machine learning task where the goal is to increase the resolution of an image, often by a factor of 4x or more, while maintaining its content and details as much as possible. The end result is a high-resolution version of the original image. This task can be used for various applications such as improving image quality, enhancing visual detail, and increasing the accuracy of computer vision algorithms.

The archive carries no text for this table; the description above is the archive's text for the task Image Super-Resolution. archive 2025-07-28

Over time archive 2025-07-28

The chart needs JavaScript; the table below carries every value.

Direction inferred from the metric name, not from the archive: PSNR (higher is better), SSIM (higher is better). Not inferred (points only, no best-so-far line): MOS, LPIPS, DISTS. Points are placed at the row's paper date; 103 of 104 rows carry one.

Results archive 2025-07-28

Archive rows end at the archive snapshot, 2025-07-28: no result published after that date is in this table. Rank is the archive's row order at that snapshot; not re-ranked here. Metric values are the archive's strings. Column headers sort the table in your browser; each row keeps its archive rank.

Paper Code Ran Syntology Report
1 DRCT-L 29.540.8025 – Paper Code 2024 4 of 4 ran · 0 unverified report
2 HMA† 29.510.8019 ✓ Paper Code 2024 linked, not harvested report
3 Hi-IR-L 29.490.8041 – Paper – 2024 no code linked report
4 HAT-L 29.470.8015 ✓ Paper Code 2022 linked, not harvested report
5 HAT_FIR 29.44 – Paper Code 2022 linked, not harvested report
6 DRCT 29.400.8003 – Paper Code 2024 4 of 4 ran · 0 unverified report
7 HAT 29.380.8001 – Paper Code 2022 linked, not harvested report
8 CPAT+ 29.360.7996 – Paper – 2024 no code linked report
9 SwinFIR 29.360.7993 – Paper Code 2022 linked, not harvested report
10 CPAT 29.340.7991 – Paper – 2024 no code linked report
11 CFAT 29.300.7985 – Paper Code 2024 linked, not harvested report
12 DAT+ 29.290.7983 – Paper Code 2023 9 of 17 ran · 8 unverified report
13 PFT 29.290.7978 – Paper Code 2025 7 of 10 ran · 3 unverified report
14 RGT+ 29.280.7979 – Paper Code 2023 9 of 12 ran · 3 unverified report
15 MaIR+ 29.280.7974 – Paper Code 2024 linked, not harvested report
16 ATD 29.240.7974 – Paper Code 2024 11 of 15 ran · 4 unverified report
17 DAT 29.230.7973 – Paper Code 2023 9 of 17 ran · 8 unverified report
18 RGT 29.230.7972 – Paper Code 2023 9 of 12 ran · 3 unverified report
19 Contrast 29.200.7973 – – – not matched report
20 MambaIR 29.200.7961 – Paper Code 2024 11 of 15 ran · 4 unverified report
21 MaIR 29.20.7958 – Paper Code 2024 linked, not harvested report
22 SwinIR 29.150.7958 – Paper Code 2021 30 of 45 ran · 15 unverified report
23 MAN+ 29.120.7941 – Paper Code 2022 linked, not harvested report
24 DRLN-BAM 29.080.7925 – Paper Code 2021 linked, not harvested report
25 MAN 29.070.7934 – Paper Code 2022 linked, not harvested report
26 LTE 29.06 – Paper Code 2021 6 of 9 ran · 3 unverified report
27 SAN 29.050.7921 – Paper Code 2019 linked, not harvested report
28 DBPN-RES-MR64-3 29.030.791 – Paper Code 2019 linked, not harvested report
29 DRLN+ 29.020.7914 – Paper Code 2019 2 of 4 ran · 2 unverified report
30 SRGAN + Residual-in-Residual Dense Block 28.990.7917 – Paper Code 2018 8 of 44 ran · 36 unverified report
31 HAN+ 28.990.7907 – Paper Code 2020 linked, not harvested report
32 PFF 28.980.7904 – Paper Code 2018 linked, not harvested report
33 ELAN 28.960.7914 – Paper Code 2022 6 of 8 ran · 2 unverified report
34 CSNLN 28.950.7888 – Paper Code 2020 linked, not harvested report
35 RFN 28.95 – Paper Code 2019 linked, not harvested report
36 ABPN 28.940.789 – Paper Code 2019 linked, not harvested report
37 ProSR 28.94 – Paper Code 2018 linked, not harvested report
38 SwinOIR 28.920.7892 – Paper Code 2023 linked, not harvested report
39 RCAN 28.870.7889 – Paper Code 2018 10 of 22 ran · 12 unverified report
40 HiT-SRF 28.870.7880 – Paper – 2024 no code linked report
41 CRAFT 28.850.7872 – Paper Code 2023 linked, not harvested report
42 GMFN 28.840.7888 – Paper Code 2019 linked, not harvested report
43 HiT-SiR 28.840.7873 – Paper – 2024 no code linked report
44 HiT-SNG 28.830.7873 – Paper – 2024 no code linked report
45 CAMixerSR 28.820.7870 – Paper Code 2024 7 of 7 ran · 0 unverified report
46 D-DBPN 28.820.786 – Paper Code 2018 6 of 14 ran · 8 unverified report
47 RDN 28.810.7871 – Paper Code 2018 7 of 24 ran · 17 unverified report
48 SRFBN 28.810.7868 – Paper Code 2019 2 of 7 ran · 5 unverified report
49 EDSR 28.800.7876 – Paper Code 2017 4 of 4 ran · 0 unverified report
50 DUKD 28.800.7866 – Paper Code 2023 linked, not harvested report
51 Manifold Simplification 28.800.7856 – Paper Code 2016 linked, not harvested report
52 ELAN-light 28.780.7858 – Paper Code 2022 6 of 8 ran · 2 unverified report
53 CFSR 28.730.7842 – Paper Code 2024 linked, not harvested report
54 HBPN 28.670.785 – Paper Code 2019 linked, not harvested report
55 SPAN 28.660.7834 – Paper Code 2023 linked, not harvested report
56 SAFMN 28.600.7813 – Paper Code 2023 1 of 1 ran · 0 unverified report
57 CARN 28.600.7806 – Paper Code 2018 0 of 3 ran · 3 unverified report
58 IMDN 28.58 – Paper Code 2019 1 of 3 ran · 2 unverified report
59 BSRN 28.560.7803 – Paper Code 2018 linked, not harvested report
60 SRRAM 28.540.7800 – Paper Code 2018 linked, not harvested report
61 ML-CrAIST 28.530.7895 – Paper Code 2024 linked, not harvested report
62 SRResNet 28.490.81842.98 – Paper Code 2016 16 of 72 ran · 56 unverified report
63 CSRCNN 28.470.7720 – Paper – 2020 no code linked report
64 LESRCNN 28.440.7772 – Paper Code 2020 linked, not harvested report
65 LESRCNN-S 28.430.7776 – Paper Code 2020 linked, not harvested report
66 ENet-E 28.420.7774 – Paper Code 2016 0 of 5 ran · 5 unverified report
67 MWCNN 28.410.7816 – Paper Code 2018 linked, not harvested report
68 ML-CrAIST-Li 28.40.7863 – Paper Code 2024 linked, not harvested report
69 DSRNet 28.380.7760 – Paper Code 2023 linked, not harvested report
70 NLRN 28.360.7745 – Paper Code 2018 0 of 1 ran · 1 unverified report
71 SRMDNF 28.350.777 – Paper Code 2017 linked, not harvested report
72 SESR 28.320.784 – Paper Code 2018 linked, not harvested report
73 SVAN 28.300.7736 – Paper – 2024 no code linked report
74 RL-CSC 28.290.7741 – Paper – 2018 no code linked report
75 MemNet 28.260.7723 – Paper Code 2017 linked, not harvested report
76 IDN 28.250.773 – Paper Code 2018 linked, not harvested report
77 LapSR 28.190.772 – Paper Code 2017 linked, not harvested report
78 Extracter-rec 28.090.782 – Paper Code 2023 linked, not harvested report
79 DSRN 28.070.770 – Paper Code 2018 linked, not harvested report
80 DnCNN-3 28.040.7672 – Paper Code 2016 1 of 6 ran · 5 unverified report
81 DRCN 28.020.80742.84 – Paper Code 2015 0 of 3 ran · 3 unverified report
82 ZSSR 28.010.7651 – Paper Code 2017 linked, not harvested report
83 IA 27.88 – Paper – 2015 no code linked report
84 RED30 27.860.7718 – Paper Code 2016 linked, not harvested report
85 MSSRNet 27.830.7631 – Paper Code 2017 linked, not harvested report
86 PMRN+ 27.720.7405 – Paper – 2020 no code linked report
87 TNRD 27.68 – Paper – 2015 no code linked report
88 ESPCN 27.660.80042.52 – Paper Code 2016 4 of 20 ran · 16 unverified report
89 DeepRED 27.63 – Paper Code 2019 linked, not harvested report
90 4PP-EUSR 27.62220.7419 – Paper Code 2018 linked, not harvested report
91 Deep CNN Denoiser 27.59 – Paper Code 2017 linked, not harvested report
92 SPMC 27.570.76 – Paper Code 2017 linked, not harvested report
93 SRCNN 27.50.7513 – Paper Code 2014 7 of 27 ran · 20 unverified report
94 FAFR* 27.48 – Paper Code 2017 linked, not harvested report
95 AESOP 27.4210.74380.10270.0819 – Paper Code 2024 2 of 6 ran · 4 unverified report
96 JMPF+ 27.37 – Paper Code 2017 linked, not harvested report
97 SPSR 26.640.7930 – Paper Code 2020 linked, not harvested report
98 Deep Mean-Shift Priors 26.22 – Paper Code 2017 linked, not harvested report
99 SFT-GAN 26.130.694 – Paper Code 2018 linked, not harvested report
100 SRGAN 25.990.73973.72 – Paper Code 2016 16 of 72 ran · 56 unverified report
101 Edge-informed SR 25.190.894 – Paper Code 2019 linked, not harvested report
102 nearest neighbors 24.640.711.2 – Paper Code 2016 16 of 72 ran · 56 unverified report
103 S-RFN 0.7946 – Paper Code 2019 linked, not harvested report
104 bicubic 0.74861.8 – Paper Code 2016 16 of 72 ran · 56 unverified report

All 104 rows shown. 103 link to a paper page on this site; 2 are marked as using additional training data in the archive. No GitHub stars are tracked; "Code" is the first repository the archive lists for the row. The archive carries no row tags, review links or community-submitted rows for this table; none are shown. archive 2025-07-28

Syntology Ran reads "N of M ran · U unverified": of the M code samples Syntology harvested from repositories linked to that row's paper (joined by arXiv id), N executed on a synthesized input and the other U = M−N are unverified (harvested, no recorded run). It counts code from repositories linked to that row's paper, not this result: the row's number was not reproduced and nothing here is a correctness claim. The other cell texts mean no graph line for the row: "linked, not harvested" (the archive links code, Syntology has not harvested it), "no code linked" (no code link in the archive), "not matched" (the row's paper URL matched no paper on this site). 35 rows have a graph line, from 28 distinct papers; 31 rows (24 papers) have at least one sample that ran. Counting each paper once: Syntology ran 171 of 408 samples; 237 unverified. Separately, 43 of those 408 are pointer-only (licence): the site points at that code rather than redistributing it, a licence property recorded for ran and unverified samples alike; each cell's tooltip carries the row's own pointer-only count. Read from the graph 2026-09-24. Per-sample status is on the paper page.

Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections