SOTAVerified

Image Dehazing

( Image credit: Densely Connected Pyramid Dehazing Network )

Papers

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Showing 1–10 of 295 papers

TitleStatusHype
A PDE-Based Image Dehazing Method via Atmospheric Scattering Theory—0
Forward-only Diffusion Probabilistic ModelsCode1
UHD Image Dehazing via anDehazeFormer with Atmospheric-aware KV Cache—0
Degradation-Aware Feature Perturbation for All-in-One Image RestorationCode2
A Preliminary Study for GPT-4o on Image RestorationCode1
WDMamba: When Wavelet Degradation Prior Meets Vision Mamba for Image DehazingCode1
Fine-Tuning Adversarially-Robust Transformers for Single-Image DehazingCode0
snnTrans-DHZ: A Lightweight Spiking Neural Network Architecture for Underwater Image Dehazing—0
SAD-Net: a full spectral self-attention detail enhancement network for single image dehazingCode0
Learning Hazing to Dehazing: Towards Realistic Haze Generation for Real-World Image DehazingCode2
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All datasetsSOTS IndoorSOTS OutdoorHaze4kO-HazeRS-HazeRESIDE-6KDense-HazeI-HAZENH-HAZEKITTIDNH-HAZEHD-NH-HAZE

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ChaIRPSNR40.73—Unverified
2FSNetPSNR40.4—Unverified
3SFNetPSNR40.05—Unverified
4Instruct-IPTPSNR39.95—Unverified
5ConvIRPSNR39.42—Unverified
6IRNeXtPSNR39.18—Unverified
7CasDyF-NetPSNR38.86—Unverified
8DSANetPSNR38.39—Unverified
9SANetPSNR38.01—Unverified
10SAD-NetPSNR37.78—Unverified