SOTAVerified

Image Dehazing

( Image credit: Densely Connected Pyramid Dehazing Network )

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 51–100 of 295 papers

TitleStatusHype
Vision Transformer with Key-select Routing Attention for Single Image Dehazing—0
Revitalizing Convolutional Network for Image RestorationCode2
RobustSAM: Segment Anything Robustly on Degraded ImagesCode3
DehazeDCT: Towards Effective Non-Homogeneous Dehazing via Deformable Convolutional TransformerCode2
Real-world Image Dehazing with Coherence-based Pseudo Labeling and Cooperative Unfolding NetworkCode2
Correlation Matching Transformation Transformers for UHD Image RestorationCode2
Rethinking the Elementary Function Fusion for Single-Image DehazingCode0
RSDehamba: Lightweight Vision Mamba for Remote Sensing Satellite Image Dehazing—0
RSHazeDiff: A Unified Fourier-aware Diffusion Model for Remote Sensing Image DehazingCode1
Dehazing Remote Sensing and UAV Imagery: A Review of Deep Learning, Prior-based, and Hybrid Approaches—0
Parallel Cross Strip Attention Network for Single Image Dehazing—0
ODCR: Orthogonal Decoupling Contrastive Regularization for Unpaired Image Dehazing—0
PriorNet: A Novel Lightweight Network with Multidimensional Interactive Attention for Efficient Image Dehazing—0
PANet: A Physics-guided Parametric Augmentation Net for Image Dehazing by Hazing—0
VIFNet: An End-to-end Visible-Infrared Fusion Network for Image DehazingCode1
TSNet:A Two-stage Network for Image Dehazing with Multi-scale Fusion and Adaptive LearningCode1
WaveDH: Wavelet Sub-bands Guided ConvNet for Efficient Image DehazingCode1
A Semi-supervised Nighttime Dehazing Baseline with Spatial-Frequency Aware and Realistic Brightness ConstraintCode2
Omni-Kernel Network for Image RestorationCode2
NightHaze: Nighttime Image Dehazing via Self-Prior Learning—0
FriendNet: Detection-Friendly Dehazing NetworkCode1
Depth Information Assisted Collaborative Mutual Promotion Network for Single Image DehazingCode2
Dual-domain strip attention for image restorationCode2
Learning to Deblur Polarized Images—0
Physics Informed and Data Driven Simulation of Underwater Images via Residual LearningCode0
U-shaped Vision Mamba for Single Image DehazingCode2
Depth-agnostic Single Image Dehazing—0
Haze Removal via Regional Saturation-Value Translation and Soft SegmentationCode0
Exploring the potential of channel interactions for image restorationCode1
DHFormer: A Vision Transformer-Based Attention Module for Image Dehazing—0
Encoder-minimal and Decoder-minimal Framework for Remote Sensing Image DehazingCode0
Real-world image dehazing with improved joint enhancement and exposure fusionCode0
Image Restoration via Frequency SelectionCode1
Controlling Vision-Language Models for Multi-Task Image RestorationCode2
Prompt-based test-time real image dehazing: a novel pipelineCode1
Accurate and lightweight dehazing via multi-receptive-field non-local network and novel contrastive regularization—0
Learning from History: Task-agnostic Model Contrastive Learning for Image RestorationCode1
MB-TaylorFormer: Multi-branch Efficient Transformer Expanded by Taylor Formula for Image DehazingCode1
High-quality Image Dehazing with Diffusion ModelCode1
Frequency Compensated Diffusion Model for Real-scene DehazingCode1
Mutual Information-driven Triple Interaction Network for Efficient Image DehazingCode1
Enhancing Visibility in Nighttime Haze Images Using Guided APSF and Gradient Adaptive ConvolutionCode1
Strip Attention for Image RestorationCode1
Decomposition Ascribed Synergistic Learning for Unified Image Restoration—0
Visibility Enhancement for Low-light Hazy Scenarios—0
DFR-Net: Density Feature Refinement Network for Image Dehazing Utilizing Haze Density Difference—0
Uni-Removal: A Semi-Supervised Framework for Simultaneously Addressing Multiple Degradations in Real-World Images—0
RB-Dust -- A Reference-based Dataset for Vision-based Dust Removal—0
SAGE-NDVI: A Stereotype-Breaking Evaluation Metric for Remote Sensing Image Dehazing Using Satellite-to-Ground NDVI Knowledge—0
Illumination Controllable Dehazing Network based on Unsupervised Retinex EmbeddingCode1
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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