SOTAVerified

Image Dehazing

( Image credit: Densely Connected Pyramid Dehazing Network )

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1–50 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
Real-World Remote Sensing Image Dehazing: Benchmark and BaselineCode1
ProDehaze: Prompting Diffusion Models Toward Faithful Image DehazingCode1
Exploiting Diffusion Prior for Real-World Image Dehazing with Unpaired TrainingCode1
Iterative Predictor-Critic Code Decoding for Real-World Image Dehazing—0
DehazeMamba: SAR-guided Optical Remote Sensing Image Dehazing with Adaptive State Space ModelCode0
Feature Fusion Attention Network with CycleGAN for Image Dehazing, De-Snowing and De-Raining—0
Prior-guided Hierarchical Harmonization Network for Efficient Image Dehazing—0
CLIP-DQA: Blindly Evaluating Dehazed Images from Global and Local Perspectives Using CLIPCode0
EENet: Frequency-Aware and Spatially Multiscale Network for Single Image DehazingCode0
UR2P-Dehaze: Learning a Simple Image Dehaze Enhancer via Unpaired Rich Physical PriorCode1
MB-TaylorFormer V2: Improved Multi-branch Linear Transformer Expanded by Taylor Formula for Image RestorationCode2
Transformer-Driven Inverse Problem Transform for Fast Blind Hyperspectral Image Dehazing—0
CoA: Towards Real Image Dehazing via Compression-and-AdaptationCode1
MaIR: A Locality- and Continuity-Preserving Mamba for Image RestorationCode2
Guided Real Image Dehazing using YCbCr Color SpaceCode2
Unified Image Restoration and Enhancement: Degradation Calibrated Cycle Reconstruction Diffusion ModelCode1
Distilled Pooling Transformer Encoder for Efficient Realistic Image DehazingCode0
Towards Context-aware Convolutional Network for Image Restoration—0
Deep Variational Bayesian Modeling of Haze Degradation ProcessCode0
Frequency-Guided Posterior Sampling for Diffusion-Based Image Restoration—0
A Polarization Image Dehazing Method Based on the Principle of Physical Diffusion—0
Dropout the High-rate Downsampling: A Novel Design Paradigm for UHD Image Restoration—0
YOLO-Vehicle-Pro: A Cloud-Edge Collaborative Framework for Object Detection in Autonomous Driving under Adverse Weather Conditions—0
LMHaze: Intensity-aware Image Dehazing with a Large-scale Multi-intensity Real Haze DatasetCode1
DRACO-DehazeNet: An Efficient Image Dehazing Network Combining Detail Recovery and a Novel Contrastive Learning Paradigm—0
Interaction-Guided Two-Branch Image Dehazing NetworkCode1
WTCL-Dehaze: Rethinking Real-world Image Dehazing via Wavelet Transform and Contrastive Learning—0
HazeSpace2M: A Dataset for Haze Aware Single Image DehazingCode1
CasDyF-Net: Image Dehazing via Cascaded Dynamic FiltersCode0
Power Line Aerial Image Restoration under dverse Weather: Datasets and BaselinesCode0
Adapt CLIP as Aggregation Instructor for Image Dehazing—0
Single Image Dehazing Using Scene Depth Ordering—0
Scaling Up Single Image Dehazing Algorithm by Cross-Data Vision Alignment for Richer Representation Learning and BeyondCode0
Dual High-Order Total Variation Model for Underwater Image RestorationCode0
HazeCLIP: Towards Language Guided Real-World Image DehazingCode1
Haze-Aware Attention Network for Single-Image Dehazing—0
Addressing Domain Discrepancy: A Dual-branch Collaborative Model to Unsupervised DehazingCode1
Prototype Clustered Diffusion Models for Versatile Inverse Problems—0
OneRestore: A Universal Restoration Framework for Composite DegradationCode3
FALCON: Frequency Adjoint Link with CONtinuous Density Mask for Fast Single Image Dehazing—0
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All datasetsSOTS IndoorSOTS OutdoorHaze4kO-HazeRS-HazeRESIDE-6KDense-HazeI-HAZENH-HAZEKITTIDNH-HAZEHD-NH-HAZE

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ConvIRPSNR42.72—Unverified
2MixDehazeNetPSNR42.62—Unverified
3C2PNetPSNR42.56—Unverified
4FSNetPSNR42.45—Unverified
5ChaIRPSNR41.95—Unverified
6SAD-NetPSNR41.71—Unverified
7DSANetPSNR41.36—Unverified
8gUNet-DPSNR41.34—Unverified
9DEA-Net-CRPSNR41.31—Unverified
10SFNetPSNR41.24—Unverified
#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
#ModelMetricClaimedVerifiedStatus
1CasDyF-NetPSNR35.73—Unverified
2MixDehazeNetPSNR35.64—Unverified
3ConvIRPSNR34.5—Unverified
4DEA-Net-CRPSNR34.25—Unverified
5FSNetPSNR34.12—Unverified
6gUNet-DPSNR33.52—Unverified
7PMNetPSNR33.49—Unverified
8DMT-NetPSNR28.53—Unverified
9FFA-NetPSNR26.96—Unverified
10GDNetPSNR23.29—Unverified
#ModelMetricClaimedVerifiedStatus
1CasDyF-NetPSNR25.44—Unverified
2ConvIRPSNR25.36—Unverified
3SRDefogPSNR24.61—Unverified
4CL2SPSNR24.58—Unverified
5BPPNetPSNR24.27—Unverified
6EDN-GTMPSNR23.46—Unverified
7Cycle-DehazePSNR19.62—Unverified
#ModelMetricClaimedVerifiedStatus
1DehazeFormer-BPSNR39.87—Unverified
2gUNet-DPSNR39.7—Unverified
3FFA-NetPSNR39.39—Unverified
4GridDehazeNetPSNR36.4—Unverified
5AECR-NetPSNR35.69—Unverified
6GCANetPSNR34.41—Unverified
7DehazeNetPSNR23.16—Unverified
#ModelMetricClaimedVerifiedStatus
1DehazeFormer-BPSNR31.45—Unverified
2MixDehazeNetPSNR30.18—Unverified
3DA-CLIPPSNR30.16—Unverified
4FFA-NetPSNR29.96—Unverified
5DAPSNR27.76—Unverified
6DCPDNPSNR19.39—Unverified
#ModelMetricClaimedVerifiedStatus
1CasDyF-NetPSNR17.56—Unverified
2SAD-NetPSNR17.16—Unverified
3BPPNetPSNR17.01—Unverified
4SRDefogPSNR16.67—Unverified
5EDN-GTMPSNR15.43—Unverified
#ModelMetricClaimedVerifiedStatus
1EDN-GTMPSNR22.9—Unverified
2BPPNetPSNR22.56—Unverified
3ConvIRPSNR22.44—Unverified
4SAD-NetPSNR21.65—Unverified
#ModelMetricClaimedVerifiedStatus
1CFENPSNR24.26—Unverified
2DWGANPSNR22.13—Unverified
3SRDefogPSNR20.99—Unverified
4SAD-NetPSNR20.48—Unverified
#ModelMetricClaimedVerifiedStatus
1FFA-NetPSNR27.45—Unverified
2GMANPSNR24.64—Unverified
3LCAPSNR18.32—Unverified
#ModelMetricClaimedVerifiedStatus
1DehazeDCTPSNR21.73—Unverified
#ModelMetricClaimedVerifiedStatus
1DehazeDCTPSNR22.36—Unverified
#ModelMetricClaimedVerifiedStatus
1DehazeDCTPSNR22.86—Unverified
#ModelMetricClaimedVerifiedStatus
1EENetPSNR27.45—Unverified
#ModelMetricClaimedVerifiedStatus
1LCA-NetPSNR17.07—Unverified