3D Object Super-Resolution on Set5 - 3x upscaling

Metric: SSIM (higher is better)

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#	Model↕	SSIM▼	Extra Data	Paper	Date↕	Code
1	Hi-IR-L	0.938	No	Hierarchical Information Flow for Generalized Ef...	2024-11-27	-
2	DRCT-L	0.9348	No	DRCT: Saving Image Super-resolution away from In...	2024-03-31	Code
3	HMA†	0.9347	Yes	HMANet: Hybrid Multi-Axis Aggregation Network fo...	2024-05-08	Code
4	HAT-L	0.9345	No	Activating More Pixels in Image Super-Resolution...	2022-05-09	Code
5	DRCT	0.9338	No	DRCT: Saving Image Super-resolution away from In...	2024-03-31	Code
6	CPAT+	0.9335	No	Channel-Partitioned Windowed Attention And Frequ...	2024-07-23	-
7	HAT	0.9335	No	Activating More Pixels in Image Super-Resolution...	2022-05-09	Code
8	CPAT	0.9334	No	Channel-Partitioned Windowed Attention And Frequ...	2024-07-23	-
9	SwinFIR	0.933	No	SwinFIR: Revisiting the SwinIR with Fast Fourier...	2022-08-24	Code
10	EDT-B	0.9328	Yes	On Efficient Transformer-Based Image Pre-trainin...	2021-12-19	Code
11	DRLN+	0.9307	No	Densely Residual Laplacian Super-Resolution	2019-06-28	Code
12	ML-CrAIST	0.9302	No	ML-CrAIST: Multi-scale Low-high Frequency Inform...	2024-08-19	Code
13	HAN+	0.93	No	Single Image Super-Resolution via a Holistic Att...	2020-08-20	Code
14	CSNLN	0.93	No	Image Super-Resolution with Cross-Scale Non-Loca...	2020-06-02	Code
15	SwinOIR	0.9296	No	Resolution Enhancement Processing on Low Quality...	2023-03-16	Code
16	ML-CrAIST-Li	0.9294	No	ML-CrAIST: Multi-scale Low-high Frequency Inform...	2024-08-19	Code
17	PMRN+	0.9289	No	Sequential Hierarchical Learning with Distributi...	2020-07-19	-
18	LFFN-S	0.9233	No	Lightweight Feature Fusion Network for Single Im...	2019-02-15	Code
19	RED30	0.923	No	Image Restoration Using Convolutional Auto-encod...	2016-06-29	Code
20	HyperRes	0.84	No	Hypernetwork-Based Adaptive Image Restoration	2022-06-13	Code

#1Hi-IR-LSOTA
0.938
SSIM· 2024-11-27
Hierarchical Information Flow for Generalized Efficient Image Restoration
#2DRCT-LSOTA
0.9348
SSIM· 2024-03-31
DRCT: Saving Image Super-resolution away from Information Bottleneck Code
#3HMA†
0.9347
SSIM· Extra Data· 2024-05-08
HMANet: Hybrid Multi-Axis Aggregation Network for Image Super-Resolution Code
#4HAT-LSOTA
0.9345
SSIM· 2022-05-09
Activating More Pixels in Image Super-Resolution Transformer Code
#5DRCT
0.9338
SSIM· 2024-03-31
DRCT: Saving Image Super-resolution away from Information Bottleneck Code
#6CPAT+
0.9335
SSIM· 2024-07-23
Channel-Partitioned Windowed Attention And Frequency Learning for Single Image Super-Resolution
#7HAT
0.9335
SSIM· 2022-05-09
Activating More Pixels in Image Super-Resolution Transformer Code
#8CPAT
0.9334
SSIM· 2024-07-23
Channel-Partitioned Windowed Attention And Frequency Learning for Single Image Super-Resolution
#9SwinFIR
0.933
SSIM· 2022-08-24
SwinFIR: Revisiting the SwinIR with Fast Fourier Convolution and Improved Training for Image Super-Resolution Code
#10EDT-BSOTA
0.9328
SSIM· Extra Data· 2021-12-19
On Efficient Transformer-Based Image Pre-training for Low-Level Vision Code
#11DRLN+SOTA
0.9307
SSIM· 2019-06-28
Densely Residual Laplacian Super-Resolution Code
#12ML-CrAIST
0.9302
SSIM· 2024-08-19
ML-CrAIST: Multi-scale Low-high Frequency Information-based Cross black Attention with Image Super-resolving Transformer Code
#13HAN+
0.93
SSIM· 2020-08-20
Single Image Super-Resolution via a Holistic Attention Network Code
#14CSNLN
0.93
SSIM· 2020-06-02
Image Super-Resolution with Cross-Scale Non-Local Attention and Exhaustive Self-Exemplars Mining Code
#15SwinOIR
0.9296
SSIM· 2023-03-16
Resolution Enhancement Processing on Low Quality Images Using Swin Transformer Based on Interval Dense Connection Strategy Code
#16ML-CrAIST-Li
0.9294
SSIM· 2024-08-19
ML-CrAIST: Multi-scale Low-high Frequency Information-based Cross black Attention with Image Super-resolving Transformer Code
#17PMRN+
0.9289
SSIM· 2020-07-19
Sequential Hierarchical Learning with Distribution Transformation for Image Super-Resolution
#18LFFN-SSOTA
0.9233
SSIM· 2019-02-15
Lightweight Feature Fusion Network for Single Image Super-Resolution Code
#19RED30SOTA
0.923
SSIM· 2016-06-29
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections Code
#20HyperRes
0.84
SSIM· 2022-06-13
Hypernetwork-Based Adaptive Image Restoration Code