3D Object Super-Resolution on BSD100 - 2x upscaling

Metric: PSNR (higher is better)

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#	Model↕	PSNR▼	Extra Data	Paper	Date↕	Code
1	WaveMixSR-V2	33.12	No	WaveMixSR-V2: Enhancing Super-resolution with Hi...	2024-09-16	Code
2	WaveMixSR	33.08	No	WaveMixSR: A Resource-efficient Neural Network f...	2023-07-01	Code
3	DRCT-L	32.9	No	DRCT: Saving Image Super-resolution away from In...	2024-03-31	Code
4	HMA†	32.79	Yes	HMANet: Hybrid Multi-Axis Aggregation Network fo...	2024-05-08	Code
5	Hi-IR-L	32.77	No	Hierarchical Information Flow for Generalized Ef...	2024-11-27	-
6	DRCT	32.75	No	DRCT: Saving Image Super-resolution away from In...	2024-03-31	Code
7	HAT-L	32.74	No	Activating More Pixels in Image Super-Resolution...	2022-05-09	Code
8	HAT_FIR	32.71	No	SwinFIR: Revisiting the SwinIR with Fast Fourier...	2022-08-24	Code
9	HAT	32.69	No	Activating More Pixels in Image Super-Resolution...	2022-05-09	Code
10	CPAT+	32.66	No	Channel-Partitioned Windowed Attention And Frequ...	2024-07-23	-
11	CPAT	32.64	No	Channel-Partitioned Windowed Attention And Frequ...	2024-07-23	-
12	SwinFIR	32.64	No	SwinFIR: Revisiting the SwinIR with Fast Fourier...	2022-08-24	Code
13	IPT	32.48	Yes	Pre-Trained Image Processing Transformer	2020-12-01	Code
14	DRLN+	32.47	No	Densely Residual Laplacian Super-Resolution	2019-06-28	Code
15	HAN+	32.45	No	Single Image Super-Resolution via a Holistic Att...	2020-08-20	Code
16	LTE	32.44	No	Local Texture Estimator for Implicit Representat...	2021-11-17	Code
17	CSNLN	32.4	No	Image Super-Resolution with Cross-Scale Non-Loca...	2020-06-02	Code
18	SwinOIR	32.34	No	Resolution Enhancement Processing on Low Quality...	2023-03-16	Code
19	HBPN	32.33	No	Hierarchical Back Projection Network for Image S...	2019-06-17	Code
20	SRFBN	32.29	No	Feedback Network for Image Super-Resolution	2019-03-23	Code
21	MWCNN	32.23	No	Multi-level Wavelet-CNN for Image Restoration	2018-05-18	Code
22	IMDN	32.19	No	Lightweight Image Super-Resolution with Informat...	2019-09-26	Code
23	FALSR-A	32.12	No	Fast, Accurate and Lightweight Super-Resolution ...	2019-01-22	Code
24	CARN [[Ahn et al.2018]]	32.09	No	Fast, Accurate, and Lightweight Super-Resolution...	2018-03-23	Code
25	RED30	31.99	No	Image Restoration Using Convolutional Auto-encod...	2016-06-29	Code
26	LFFN-S	31.96	No	Lightweight Feature Fusion Network for Single Im...	2019-02-15	Code
27	DnCNN-3	31.9	No	Beyond a Gaussian Denoiser: Residual Learning of...	2016-08-13	Code
28	RC-Net	31.86	No	Image Restoration Using Deep Regulated Convoluti...	2019-10-19	Code
29	DRCN [[Kim et al.2016b]]	31.85	No	Deeply-Recursive Convolutional Network for Image...	2015-11-14	Code
30	FSRCNN [[Dong et al.2016]]	31.53	No	Accelerating the Super-Resolution Convolutional ...	2016-08-01	Code

#1WaveMixSR-V2SOTA
33.12
PSNR· 2024-09-16
WaveMixSR-V2: Enhancing Super-resolution with Higher Efficiency Code
#2WaveMixSRSOTA
33.08
PSNR· 2023-07-01
WaveMixSR: A Resource-efficient Neural Network for Image Super-resolution Code
#3DRCT-L
32.9
PSNR· 2024-03-31
DRCT: Saving Image Super-resolution away from Information Bottleneck Code
#4HMA†
32.79
PSNR· Extra Data· 2024-05-08
HMANet: Hybrid Multi-Axis Aggregation Network for Image Super-Resolution Code
#5Hi-IR-L
32.77
PSNR· 2024-11-27
Hierarchical Information Flow for Generalized Efficient Image Restoration
#6DRCT
32.75
PSNR· 2024-03-31
DRCT: Saving Image Super-resolution away from Information Bottleneck Code
#7HAT-LSOTA
32.74
PSNR· 2022-05-09
Activating More Pixels in Image Super-Resolution Transformer Code
#8HAT_FIR
32.71
PSNR· 2022-08-24
SwinFIR: Revisiting the SwinIR with Fast Fourier Convolution and Improved Training for Image Super-Resolution Code
#9HAT
32.69
PSNR· 2022-05-09
Activating More Pixels in Image Super-Resolution Transformer Code
#10CPAT+
32.66
PSNR· 2024-07-23
Channel-Partitioned Windowed Attention And Frequency Learning for Single Image Super-Resolution
#11CPAT
32.64
PSNR· 2024-07-23
Channel-Partitioned Windowed Attention And Frequency Learning for Single Image Super-Resolution
#12SwinFIR
32.64
PSNR· 2022-08-24
SwinFIR: Revisiting the SwinIR with Fast Fourier Convolution and Improved Training for Image Super-Resolution Code
#13IPTSOTA
32.48
PSNR· Extra Data· 2020-12-01
Pre-Trained Image Processing Transformer Code
#14DRLN+SOTA
32.47
PSNR· 2019-06-28
Densely Residual Laplacian Super-Resolution Code
#15HAN+
32.45
PSNR· 2020-08-20
Single Image Super-Resolution via a Holistic Attention Network Code
#16LTE
32.44
PSNR· 2021-11-17
Local Texture Estimator for Implicit Representation Function Code
#17CSNLN
32.4
PSNR· 2020-06-02
Image Super-Resolution with Cross-Scale Non-Local Attention and Exhaustive Self-Exemplars Mining Code
#18SwinOIR
32.34
PSNR· 2023-03-16
Resolution Enhancement Processing on Low Quality Images Using Swin Transformer Based on Interval Dense Connection Strategy Code
#19HBPNSOTA
32.33
PSNR· 2019-06-17
Hierarchical Back Projection Network for Image Super-Resolution Code
#20SRFBNSOTA
32.29
PSNR· 2019-03-23
Feedback Network for Image Super-Resolution Code
#21MWCNNSOTA
32.23
PSNR· 2018-05-18
Multi-level Wavelet-CNN for Image Restoration Code
#22IMDN
32.19
PSNR· 2019-09-26
Lightweight Image Super-Resolution with Information Multi-distillation Network Code
#23FALSR-A
32.12
PSNR· 2019-01-22
Fast, Accurate and Lightweight Super-Resolution with Neural Architecture Search Code
#24CARN [[Ahn et al.2018]]SOTA
32.09
PSNR· 2018-03-23
Fast, Accurate, and Lightweight Super-Resolution with Cascading Residual Network Code
#25RED30SOTA
31.99
PSNR· 2016-06-29
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections Code
#26LFFN-S
31.96
PSNR· 2019-02-15
Lightweight Feature Fusion Network for Single Image Super-Resolution Code
#27DnCNN-3
31.9
PSNR· 2016-08-13
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising Code
#28RC-Net
31.86
PSNR· 2019-10-19
Image Restoration Using Deep Regulated Convolutional Networks Code
#29DRCN [[Kim et al.2016b]]SOTA
31.85
PSNR· 2015-11-14
Deeply-Recursive Convolutional Network for Image Super-Resolution Code
#30FSRCNN [[Dong et al.2016]]
31.53
PSNR· 2016-08-01
Accelerating the Super-Resolution Convolutional Neural Network Code