Papers with Code · CC BY-SA 4.0

Set14 - 2x upscaling

아카이브 평가 35건 · 마지막 적재/변경 2026-10-30

평가 기록

과거 수집 기록이며 최신 순위가 아닙니다. 데이터셋 버전·split·실험 조건과 지표 방향이 검증되지 않은 결과는 직접 비교할 수 없습니다. 날짜는 논문 날짜이며 최신 평가일을 뜻하지 않습니다.

표가 화면보다 넓으면 좌우로 스크롤하여 논문과 구현 링크를 확인하세요.

원본 기록 순서 · 순위 미부여
모델	원본 지표·값	논문	구현
DRCT-L	PSNR 35.36 SSIM 0.9302	DRCT: Saving Image Super-resolution away from Information Bottleneck 2024-03-31	코드 1
HMA†	PSNR 35.33 SSIM 0.9297	HMANet: Hybrid Multi-Axis Aggregation Network for Image Super-Resolution 2024-05-08	코드 1
HAT-L	PSNR 35.29 SSIM 0.9293	Activating More Pixels in Image Super-Resolution Transformer 2022-05-09	코드 1 · 코드 2
Hi-IR-L	PSNR 35.27 SSIM 0.9311	Hierarchical Information Flow for Generalized Efficient Image Restoration 2024-11-27	연결 없음
HAT_FIR	PSNR 35.17	SwinFIR: Revisiting the SwinIR with Fast Fourier Convolution and Improved Training for Image Super-Resolution 2022-08-24	코드 1 · 코드 2
HAT	PSNR 35.13 SSIM 0.9282	Activating More Pixels in Image Super-Resolution Transformer 2022-05-09	코드 1 · 코드 2
CPAT+	PSNR 34.97 SSIM 0.9280	Channel-Partitioned Windowed Attention And Frequency Learning for Single Image Super-Resolution 2024-07-23	연결 없음
DRCT	PSNR 34.96 SSIM 0.9287	DRCT: Saving Image Super-resolution away from Information Bottleneck 2024-03-31	코드 1
SwinFIR	PSNR 34.93 SSIM 0.9276	SwinFIR: Revisiting the SwinIR with Fast Fourier Convolution and Improved Training for Image Super-Resolution 2022-08-24	코드 1 · 코드 2
CPAT	PSNR 34.91 SSIM 0.9277	Channel-Partitioned Windowed Attention And Frequency Learning for Single Image Super-Resolution 2024-07-23	연결 없음
MaIR	PSNR 34.75 SSIM 0.9268	MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration 2024-12-28	코드 1
DRLN+	PSNR 34.43 SSIM 0.9247	Densely Residual Laplacian Super-Resolution 2019-06-28	코드 1
CSRCNN	PSNR 34.34 SSIM 0.9240	Cascade Convolutional Neural Network for Image Super-Resolution 2020-08-24	연결 없음
LTE	PSNR 34.25	Local Texture Estimator for Implicit Representation Function 2021-11-17	코드 1
HAN+	PSNR 34.24 SSIM 0.9224	Single Image Super-Resolution via a Holistic Attention Network 2020-08-20	코드 1 · 코드 2
CSNLN	PSNR 34.12 SSIM 0.9223	Image Super-Resolution with Cross-Scale Non-Local Attention and Exhaustive Self-Exemplars Mining 2020-06-02	코드 1 · 코드 2 · 코드 3
DBPN-RES-MR64-3	PSNR 34.09 SSIM 0.921	Deep Back-Projection Networks for Single Image Super-resolution 2019-04-04	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6 · 코드 7
SwinOIR	PSNR 33.97 SSIM 0.922	Resolution Enhancement Processing on Low Quality Images Using Swin Transformer Based on Interval Dense Connection Strategy 2023-03-16	코드 1 · 코드 2
SRFBN	PSNR 33.82	Feedback Network for Image Super-Resolution 2019-03-23	코드 1 · 코드 2 · 코드 3 · 코드 4
HBPN	PSNR 33.78 SSIM 0.921	Hierarchical Back Projection Network for Image Super-Resolution 2019-06-17	코드 1
ML-CrAIST	PSNR 33.77 SSIM 0.922	ML-CrAIST: Multi-scale Low-high Frequency Information-based Cross black Attention with Image Super-resolving Transformer 2024-08-19	코드 1
MWCNN	PSNR 33.7	Multi-level Wavelet-CNN for Image Restoration 2018-05-18	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5
ML-CrAIST-Li	PSNR 33.64 SSIM 0.9213	ML-CrAIST: Multi-scale Low-high Frequency Information-based Cross black Attention with Image Super-resolving Transformer 2024-08-19	코드 1
IMDN	PSNR 33.63	Lightweight Image Super-Resolution with Information Multi-distillation Network 2019-09-26	코드 1 · 코드 2 · 코드 3 · 코드 4
SPBP-L+	PSNR 33.62 SSIM 0.9178	Sub-Pixel Back-Projection Network For Lightweight Single Image Super-Resolution 2020-08-03	코드 1
FALSR-A	PSNR 33.55	Fast, Accurate and Lightweight Super-Resolution with Neural Architecture Search 2019-01-22	코드 1 · 코드 2
CARN [[Ahn et al.2018]]	PSNR 33.52	Fast, Accurate, and Lightweight Super-Resolution with Cascading Residual Network 2018-03-23	코드 1 · 코드 2 · 코드 3
CARN-M [[Ahn et al.2018]]	PSNR 33.26	Fast, Accurate, and Lightweight Super-Resolution with Cascading Residual Network 2018-03-23	코드 1 · 코드 2 · 코드 3
DCSCN	PSNR 33.05 SSIM .9126	Fast and Accurate Image Super Resolution by Deep CNN with Skip Connection and Network in Network 2017-07-18	코드 1 · 코드 2 · 코드 3 · 코드 4
DRCN [[Kim et al.2016b]]	PSNR 33.04	Deeply-Recursive Convolutional Network for Image Super-Resolution 2015-11-14	코드 1