Papers with Code · CC BY-SA 4.0

Set5 - 2x upscaling

아카이브 평가 41건 · 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 39.14 SSIM 0.9658	DRCT: Saving Image Super-resolution away from Information Bottleneck 2024-03-31	코드 1
HMA†	PSNR 38.95 SSIM 0.9649	HMANet: Hybrid Multi-Axis Aggregation Network for Image Super-Resolution 2024-05-08	코드 1
HAT-L	PSNR 38.91 SSIM 0.9646	Activating More Pixels in Image Super-Resolution Transformer 2022-05-09	코드 1 · 코드 2
Hi-IR-L	PSNR 38.87 SSIM 0.9663	Hierarchical Information Flow for Generalized Efficient Image Restoration 2024-11-27	연결 없음
HAT_FIR	PSNR 38.74	SwinFIR: Revisiting the SwinIR with Fast Fourier Convolution and Improved Training for Image Super-Resolution 2022-08-24	코드 1 · 코드 2
HAT	PSNR 38.73 SSIM 0.9637	Activating More Pixels in Image Super-Resolution Transformer 2022-05-09	코드 1 · 코드 2
DRCT	PSNR 38.72 SSIM 0.9646	DRCT: Saving Image Super-resolution away from Information Bottleneck 2024-03-31	코드 1
CPAT+	PSNR 38.72 SSIM 0.9635	Channel-Partitioned Windowed Attention And Frequency Learning for Single Image Super-Resolution 2024-07-23	연결 없음
CPAT	PSNR 38.68 SSIM 0.9633	Channel-Partitioned Windowed Attention And Frequency Learning for Single Image Super-Resolution 2024-07-23	연결 없음
SwinFIR	PSNR 38.65 SSIM 0.9633	SwinFIR: Revisiting the SwinIR with Fast Fourier Convolution and Improved Training for Image Super-Resolution 2022-08-24	코드 1 · 코드 2
EDT-B	PSNR 38.63 SSIM 0.9632	On Efficient Transformer-Based Image Pre-training for Low-Level Vision 2021-12-19	코드 1
MaIR+	PSNR 38.62 SSIM 0.963	MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration 2024-12-28	코드 1
MaIR	PSNR 38.56 SSIM 0.9628	MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration 2024-12-28	코드 1
DRLN+	PSNR 38.34 SSIM 0.9619	Densely Residual Laplacian Super-Resolution 2019-06-28	코드 1
HAN+	PSNR 38.33 SSIM 0.9299	Single Image Super-Resolution via a Holistic Attention Network 2020-08-20	코드 1 · 코드 2
LTE	PSNR 38.33	Local Texture Estimator for Implicit Representation Function 2021-11-17	코드 1
CSNLN	PSNR 38.28 SSIM 0.9616	Image Super-Resolution with Cross-Scale Non-Local Attention and Exhaustive Self-Exemplars Mining 2020-06-02	코드 1 · 코드 2 · 코드 3
FACD	PSNR 38.242	Feature-domain Adaptive Contrastive Distillation for Efficient Single Image Super-Resolution 2022-11-29	연결 없음
PMRN+	PSNR 38.22 SSIM 0.9612	Sequential Hierarchical Learning with Distribution Transformation for Image Super-Resolution 2020-07-19	연결 없음
SwinOIR	PSNR 38.21 SSIM 0.9614	Resolution Enhancement Processing on Low Quality Images Using Swin Transformer Based on Interval Dense Connection Strategy 2023-03-16	코드 1 · 코드 2
ML-CrAIST	PSNR 38.19 SSIM 0.9617	ML-CrAIST: Multi-scale Low-high Frequency Information-based Cross black Attention with Image Super-resolving Transformer 2024-08-19	코드 1
ML-CrAIST-Li	PSNR 38.15 SSIM 0.9615	ML-CrAIST: Multi-scale Low-high Frequency Information-based Cross black Attention with Image Super-resolving Transformer 2024-08-19	코드 1
HBPN	PSNR 38.13 SSIM 0.961	Hierarchical Back Projection Network for Image Super-Resolution 2019-06-17	코드 1
SRFBN	PSNR 38.11	Feedback Network for Image Super-Resolution 2019-03-23	코드 1 · 코드 2 · 코드 3 · 코드 4
DBPN-RES-MR64-3	PSNR 38.08 SSIM 0.96	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
SPBP-L+	PSNR 38.05 SSIM 0.9606	Sub-Pixel Back-Projection Network For Lightweight Single Image Super-Resolution 2020-08-03	코드 1
IMDN	PSNR 38.00	Lightweight Image Super-Resolution with Information Multi-distillation Network 2019-09-26	코드 1 · 코드 2 · 코드 3 · 코드 4
MWCNN	PSNR 37.91	Multi-level Wavelet-CNN for Image Restoration 2018-05-18	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5
FALSR-A	PSNR 37.82	Fast, Accurate and Lightweight Super-Resolution with Neural Architecture Search 2019-01-22	코드 1 · 코드 2
CARN [[Ahn et al.2018]]	PSNR 37.76	Fast, Accurate, and Lightweight Super-Resolution with Cascading Residual Network 2018-03-23	코드 1 · 코드 2 · 코드 3