TasksSotADatasetsPapersMethodsSubmitAbout
Papers With Code 2

A community resource for machine learning research: papers, code, benchmarks, and state-of-the-art results.

Explore

Notable BenchmarksAll SotADatasetsPapersMethods

Community

Submit ResultsAbout

Data sourced from the PWC Archive (CC-BY-SA 4.0). Built by the community, for the community.

SotA/Computer Vision/3D Object Super-Resolution/BSD100 - 4x upscaling

3D Object Super-Resolution on BSD100 - 4x upscaling

Metric: PSNR (higher is better)

LeaderboardDataset
Loading chart...

Results

Submit a result
#Model↕PSNR▼Extra DataPaperDate↕Code
1DRCT-L28.16NoDRCT: Saving Image Super-resolution away from In...2024-03-31Code
2Hi-IR-L28.13NoHierarchical Information Flow for Generalized Ef...2024-11-27-
3HMA†28.13YesHMANet: Hybrid Multi-Axis Aggregation Network fo...2024-05-08Code
4HAT-L28.09NoActivating More Pixels in Image Super-Resolution...2022-05-09Code
5HAT_FIR28.07NoSwinFIR: Revisiting the SwinIR with Fast Fourier...2022-08-24Code
6DRCT28.06NoDRCT: Saving Image Super-resolution away from In...2024-03-31Code
7CPAT+28.06NoChannel-Partitioned Windowed Attention And Frequ...2024-07-23-
8HAT28.05NoActivating More Pixels in Image Super-Resolution...2022-05-09Code
9CPAT28.04NoChannel-Partitioned Windowed Attention And Frequ...2024-07-23-
10SwinFIR28.03NoSwinFIR: Revisiting the SwinIR with Fast Fourier...2022-08-24Code
11WaveMixSR-V227.87NoWaveMixSR-V2: Enhancing Super-resolution with Hi...2024-09-16Code
12DRLN+27.87NoDensely Residual Laplacian Super-Resolution2019-06-28Code
13SAN27.86No--Code
14LTE27.86NoLocal Texture Estimator for Implicit Representat...2021-11-17Code
15SRGAN + Residual-in-Residual Dense Block27.85NoESRGAN: Enhanced Super-Resolution Generative Adv...2018-09-01Code
16HAN+27.85NoSingle Image Super-Resolution via a Holistic Att...2020-08-20Code
17RFN27.83NoProgressive Perception-Oriented Network for Sing...2019-07-24Code
18ABPN27.82NoImage Super-Resolution via Attention based Back ...2019-10-10Code
19CSNLN27.8NoImage Super-Resolution with Cross-Scale Non-Loca...2020-06-02Code
20ProSR27.79NoA Fully Progressive Approach to Single-Image Sup...2018-04-09Code
21RCAN27.77NoImage Super-Resolution Using Very Deep Residual ...2018-07-08Code
22HBPN27.77NoHierarchical Back Projection Network for Image S...2019-06-17Code
23SwinOIR27.76NoResolution Enhancement Processing on Low Quality...2023-03-16Code
24GMFN27.74NoGated Multiple Feedback Network for Image Super-...2019-07-09Code
25RDN27.72NoResidual Dense Network for Image Super-Resolution2018-02-24Code
26SRFBN27.72NoFeedback Network for Image Super-Resolution2019-03-23Code
27D-DBPN27.72NoDeep Back-Projection Networks For Super-Resolution2018-03-07Code
28EDSR27.71NoEnhanced Deep Residual Networks for Single Image...2017-07-10Code
29Manifold Simplification27.66NoBeyond Deep Residual Learning for Image Restorat...2016-11-19Code
30MWCNN27.62NoMulti-level Wavelet-CNN for Image Restoration2018-05-18Code
31SRResNet27.58NoPhoto-Realistic Single Image Super-Resolution Us...2016-09-15Code
32CARN27.58NoFast, Accurate, and Lightweight Super-Resolution...2018-03-23Code
33BSRN27.57NoLightweight and Efficient Image Super-Resolution...2018-11-30Code
34SRRAM27.56NoMAMNet: Multi-path Adaptive Modulation Network f...2018-11-29Code
35IMDN27.56NoLightweight Image Super-Resolution with Informat...2019-09-26Code
36ENet-E27.5NoEnhanceNet: Single Image Super-Resolution Throug...2016-12-23Code
37SRMDNF27.49NoLearning a Single Convolutional Super-Resolution...2017-12-17Code
38NLRN27.48NoNon-Local Recurrent Network for Image Restoration2018-06-07Code
39RL-CSC27.44NoImage Super-Resolution via RL-CSC: When Residual...2018-12-31-
40SESR27.42NoSESR: Single Image Super Resolution with Recursi...2018-01-31Code
41LFFN-S27.42NoLightweight Feature Fusion Network for Single Im...2019-02-15Code
42IDN27.41NoFast and Accurate Single Image Super-Resolution ...2018-03-26Code
43RED3027.4NoImage Restoration Using Convolutional Auto-encod...2016-06-29Code
44RED3027.4NoImage Restoration Using Convolutional Auto-encod...2016-06-29Code
45MemNet27.4NoMemNet: A Persistent Memory Network for Image Re...2017-08-07Code
46LapSRN27.32NoDeep Laplacian Pyramid Networks for Fast and Acc...2017-04-12Code
47DnCNN-327.29NoBeyond a Gaussian Denoiser: Residual Learning of...2016-08-13Code
48DSRN27.25NoImage Super-Resolution via Dual-State Recurrent ...2018-05-07Code
49DRCN27.21NoDeeply-Recursive Convolutional Network for Image...2015-11-14Code
50RC-Net27.21NoImage Restoration Using Deep Regulated Convoluti...2019-10-19Code
51IA27.16NoSeven ways to improve example-based single image...2015-11-06-
52ZSSR27.12No"Zero-Shot" Super-Resolution using Deep Internal...2017-12-17Code
53ESPCN27.02NoReal-Time Single Image and Video Super-Resolutio...2016-09-16Code
54FAFR*26.91NoImage Super-resolution via Feature-augmented Ran...2017-12-14Code
55SRCNN26.9NoImage Super-Resolution Using Deep Convolutional ...2014-12-31Code
56JMPF+26.87NoJoint Maximum Purity Forest with Application to ...2017-08-30Code
574PP-EUSR26.5707NoDeep Learning-based Image Super-Resolution Consi...2018-09-13Code
58FxSR-PD t=0.026.38NoFlexible Style Image Super-Resolution using Cond...2022-01-13Code
59bicubic25.94NoPhoto-Realistic Single Image Super-Resolution Us...2016-09-15Code
60AESOP25.93NoAuto-Encoded Supervision for Perceptual Image Su...2024-11-28Code
61SPSR25.505NoStructure-Preserving Super Resolution with Gradi...2020-03-29Code
62SFT-GAN25.33NoRecovering Realistic Texture in Image Super-reso...2018-04-09Code
63SRGAN25.16NoPhoto-Realistic Single Image Super-Resolution Us...2016-09-15Code
64nearest neighbors25.02NoPhoto-Realistic Single Image Super-Resolution Us...2016-09-15Code
65Perceptual Loss24.95NoPerceptual Losses for Real-Time Style Transfer a...2016-03-27Code
66SROOE24.87NoPerception-Oriented Single Image Super-Resolutio...2022-11-24Code
67FxSR-PD t=0.824.77NoFlexible Style Image Super-Resolution using Cond...2022-01-13Code
68Edge-informed SR24.25NoEdge-Informed Single Image Super-Resolution2019-09-11Code