Papers with Code · CC BY-SA 4.0

LOL

아카이브 평가 40건 · 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
CFWD	Average PSNR 29.185 SSIM 0.872	Low-light Image Enhancement via CLIP-Fourier Guided Wavelet Diffusion 2024-01-08	코드 1 · 코드 2
BEM_	Average PSNR 28.80 SSIM 0.884 LPIPS 0.069	Bayesian Enhancement Models for One-to-Many Mapping in Image Enhancement 2024-10-13	코드 1
CIDNet	Average PSNR 28.141 SSIM 0.889 LPIPS 0.079 FLOPS (G) 7.57 Params (M) 1.88 SSIM (sRGB) 0.889	You Only Need One Color Space: An Efficient Network for Low-light Image Enhancement 2024-02-08	코드 1
GlobalDiff	Average PSNR 27.83 SSIM 0.877 LPIPS 0.091	Global Structure-Aware Diffusion Process for Low-Light Image Enhancement 2023-10-26	코드 1
GLARE	Average PSNR 27.35 SSIM 0.883 LPIPS 0.083 SSIM (sRGB) 0.883	GLARE: Low Light Image Enhancement via Generative Latent Feature based Codebook Retrieval 2024-07-17	코드 1
LYT-Net	Average PSNR 27.23 SSIM 0.853 LPIPS 0.071 FLOPS (G) 3.49 Params (M) 0.045	LYT-NET: Lightweight YUV Transformer-based Network for Low-light Image Enhancement 2024-01-26	코드 1 · 코드 2
WaveNet-B_	Average PSNR 27.22 SSIM 0.873 LPIPS 0.083	WaveNet: Wave-Aware Image Enhancement 2023-10-10	코드 1
KAN-T	Average PSNR 27.18 SSIM 0.864 Params (M) 2.80	Enhancing Low-Light Images with Kolmogorov–Arnold Networks in Transformer Attention 2024-11-07	코드 1
Retinexformer_	Average PSNR 27.18 SSIM 0.850 FLOPS (G) 15.57 Params (M) 1.61	Retinexformer: One-stage Retinex-based Transformer for Low-light Image Enhancement 2023-03-12	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5
PyDiff	Average PSNR 27.09 SSIM 0.93 LPIPS 0.10	Pyramid Diffusion Models For Low-light Image Enhancement 2023-05-17	코드 1
DPEC_	Average PSNR 27.01 SSIM 0.872	DPEC: Dual-Path Error Compensation Method for Enhanced Low-Light Image Clarity 2024-06-28	코드 1
BEM	Average PSNR 26.83 SSIM 0.877 LPIPS 0.072	Bayesian Enhancement Models for One-to-Many Mapping in Image Enhancement 2024-10-13	코드 1
DiffLL	Average PSNR 26.336 SSIM 0.845	Low-Light Image Enhancement with Wavelet-based Diffusion Models 2023-06-01	코드 1
ExpoMamba	Average PSNR 25.770 SSIM 0.860 LPIPS 0.212	ExpoMamba: Exploiting Frequency SSM Blocks for Efficient and Effective Image Enhancement 2024-08-19	코드 1
WaveNet-B	Average PSNR 25.44 SSIM 0.864 LPIPS 0.09	WaveNet: Wave-Aware Image Enhancement 2023-10-10	코드 1
EMNet	Average PSNR 25.37 SSIM 0.8686 LPIPS 0.086	Glow in the Dark: Low-Light Image Enhancement with External Memory 2023-07-10	코드 1
LLFlow	Average PSNR 25.19 SSIM 0.93 LPIPS 0.11	Low-Light Image Enhancement with Normalizing Flow 2021-09-13	코드 1
Retinexformer	Average PSNR 25.16 SSIM 0.845 FLOPS (G) 15.57 Params (M) 1.61	Retinexformer: One-stage Retinex-based Transformer for Low-light Image Enhancement 2023-03-12	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5
FLIGHTNet	Average PSNR 24.96 SSIM 0.85 Number of params 0.025	FLIGHT Mode On: A Feather-Light Network for Low-Light Image Enhancement 2023-05-18	코드 1
DPEC	Average PSNR 24.80 SSIM 0.855	DPEC: Dual-Path Error Compensation Method for Enhanced Low-Light Image Clarity 2024-06-28	코드 1
Resfusion	Average PSNR 24.63 SSIM 0.860 LPIPS 0.107	Resfusion: Denoising Diffusion Probabilistic Models for Image Restoration Based on Prior Residual Noise 2023-11-25	코드 1
WaveNet-S	Average PSNR 24.54 SSIM 0.856 LPIPS 0.1	WaveNet: Wave-Aware Image Enhancement 2023-10-10	코드 1
HG-MTFE	Average PSNR 24.26	Image Enhancement Based on Histogram-Guided Multiple Transformation Function Estimation 2024-10-08	코드 1
OneRestore	Average PSNR 24.25 SSIM 0.8564	OneRestore: A Universal Restoration Framework for Composite Degradation 2024-07-05	코드 1
HWMNet	Average PSNR 24.24 SSIM 0.852 LPIPS 0.12	Half Wavelet Attention on M-Net+ for Low-Light Image Enhancement 2022-03-02	코드 1
PPformer	Average PSNR 23.91 SSIM 0.841 LPIPS 0.12	PPformer: Using pixel-wise and patch-wise cross-attention for low-light image enhancement 2024-01-15	코드 1
DA-CLIP	Average PSNR 23.77 SSIM 0.830 LPIPS 0.083	Controlling Vision-Language Models for Multi-Task Image Restoration 2023-10-02	코드 1
WaveNet-T (80k parameters)	Average PSNR 23.59 SSIM 0.839 LPIPS 0.14	WaveNet: Wave-Aware Image Enhancement 2023-10-10	코드 1
CIDNet-Normal	Average PSNR 23.500 SSIM 0.870 LPIPS 0.086 FLOPS (G) 7.57 Params (M) 1.88 SSIM (sRGB) 0.870	You Only Need One Color Space: An Efficient Network for Low-light Image Enhancement 2024-02-08	코드 1
MAXIM	Average PSNR 23.43 SSIM 0.863	MAXIM: Multi-Axis MLP for Image Processing 2022-01-09	코드 1 · 코드 2 · 코드 3