Papers with Code · CC BY-SA 4.0

SOTS Outdoor

아카이브 평가 31건 · 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
ChaIR	PSNR 40.73 SSIM 0.997	Exploring the potential of channel interactions for image restoration 2023-12-20	코드 1
FSNet	PSNR 40.40 SSIM 0.997	Image Restoration via Frequency Selection 2023-11-06	코드 1
SFNet	PSNR 40.05 SSIM 0.996	Selective Frequency Network for Image Restoration 2023-04-13	코드 1
Instruct-IPT	PSNR 39.95 SSIM 0.992	Instruct-IPT: All-in-One Image Processing Transformer via Weight Modulation 2024-06-30	코드 1
ConvIR	PSNR 39.42 SSIM 0.996	Revitalizing Convolutional Network for Image Restoration 2024-06-25	코드 1
IRNeXt	PSNR 39.18 SSIM 0.996	IRNeXt: Rethinking Convolutional Network Design for Image Restoration 2023-04-24	코드 1
CasDyF-Net	PSNR 38.86 SSIM 0.995	CasDyF-Net: Image Dehazing via Cascaded Dynamic Filters 2024-09-13	코드 1
DSANet	PSNR 38.39 SSIM 0.995	Dual-domain strip attention for image restoration 2024-03-01	코드 1
SANet	PSNR 38.01 SSIM 0.995	Strip Attention for Image Restoration 2023-08-01	코드 1
SAD-Net	PSNR 37.78 SSIM 0.990	SAD-Net: a full spectral self-attention detail enhancement network for single image dehazing 2025-04-07	코드 1
FocalNet	PSNR 37.71 SSIM 0.995	Focal Network for Image Restoration 2023-01-01	코드 1
OKNet	PSNR 37.68 SSIM 0.995	Omni-Kernel Network for Image Restoration 2024-03-24	코드 1
MaIR	PSNR 36.96 SSIM 0.991	MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration 2024-12-28	코드 1
C2PNet	PSNR 36.68 SSIM 0.99	Curricular Contrastive Regularization for Physics-aware Single Image Dehazing 2023-03-24	코드 1
gUNet-D	PSNR 36.64 SSIM 0.986	Rethinking Performance Gains in Image Dehazing Networks 2022-09-23	코드 1
DEA-Net-CR	PSNR 36.59 SSIM 0.9897	DEA-Net: Single image dehazing based on detail-enhanced convolution and content-guided attention 2023-01-12	코드 1
MixDehazeNet	PSNR 36.50 SSIM 0.986	MixDehazeNet : Mix Structure Block For Image Dehazing Network 2023-05-28	코드 1
OneRestore	PSNR 35.58 SSIM 0.9814	OneRestore: A Universal Restoration Framework for Composite Degradation 2024-07-05	코드 1
DehazeFormer-B	PSNR 34.95 SSIM 0.984	Vision Transformers for Single Image Dehazing 2022-04-08	코드 1
MAXIM-2S	PSNR 34.19	MAXIM: Multi-Axis MLP for Image Processing 2022-01-09	코드 1 · 코드 2 · 코드 3
FFA-Net	PSNR 33.57 SSIM 0.9804	FFA-Net: Feature Fusion Attention Network for Single Image Dehazing 2019-11-18	코드 1 · 코드 2 · 코드 3 · 코드 4
U2-Former	PSNR 31.10 SSIM 0.976	U2-Former: A Nested U-shaped Transformer for Image Restoration 2021-12-04	연결 없음
GridDehazeNet	PSNR 30.86 SSIM 0.982	GridDehazeNet: Attention-Based Multi-Scale Network for Image Dehazing 2019-08-08	코드 1
GMAN	PSNR 28.19 SSIM 0.9638	Generic Model-Agnostic Convolutional Neural Network for Single Image Dehazing 2018-10-05	코드 1 · 코드 2 · 코드 3
Uformer	PSNR 26.52 SSIM 0.945	Uformer: A General U-Shaped Transformer for Image Restoration 2021-06-06	코드 1 · 코드 2 · 코드 3 · 코드 4
EMRA-Net	PSNR 25.81 SSIM 0.9409	An ensemble multi-scale residual attention network (EMRA-net) for image Dehazing 2021-06-23	코드 1
AOD-Net	PSNR 24.14 SSIM 0.920	AOD-Net: All-In-One Dehazing Network 2017-10-01	코드 1
Deep DCP	PSNR 24.08 SSIM 0.933	Unsupervised Single Image Dehazing Using Dark Channel Prior Loss 2018-12-06	코드 1
Deep Energy (Network)	PSNR 24.07 SSIM 0.933	Deep-Energy: Unsupervised Training of Deep Neural Networks 2018-05-31	코드 1
EPDN	PSNR 22.57 SSIM 0.8630	Enhanced Pix2pix Dehazing Network 2019-06-01	코드 1