SOTAVerified

Image Dehazing

Papers

Showing 51–100 of 295 papers

TitleStatusHype
PMHLD: Patch Map Based Hybrid Learning DehazeNet for Single Image Haze RemovalCode1
PSD: Principled Synthetic-to-Real Dehazing Guided by Physical PriorsCode1
Complementary Feature Enhanced Network with Vision Transformer for Image DehazingCode1
High-quality Image Dehazing with Diffusion ModelCode1
Blind Video Temporal Consistency via Deep Video PriorCode1
TSNet:A Two-stage Network for Image Dehazing with Multi-scale Fusion and Adaptive LearningCode1
4K-HAZE: A Dehazing Benchmark with 4K Resolution Hazy and Haze-Free ImagesCode1
Dense Haze: A benchmark for image dehazing with dense-haze and haze-free imagesCode1
Curricular Contrastive Regularization for Physics-aware Single Image DehazingCode1
UR2P-Dehaze: Learning a Simple Image Dehaze Enhancer via Unpaired Rich Physical PriorCode1
VIFNet: An End-to-end Visible-Infrared Fusion Network for Image DehazingCode1
Fooling the Image Dehazing Models by First Order GradientCode1
NightHazeFormer: Single Nighttime Haze Removal Using Prior Query TransformerCode1
Perceiving and Modeling Density is All You Need for Image DehazingCode1
Selective Frequency Network for Image RestorationCode1
Modeling Deep Learning Based Privacy Attacks on Physical MailCode1
MixDehazeNet : Mix Structure Block For Image Dehazing NetworkCode1
Multi-Scale Boosted Dehazing Network with Dense Feature FusionCode1
Contrastive Learning for Compact Single Image DehazingCode1
Addressing Domain Discrepancy: A Dual-branch Collaborative Model to Unsupervised DehazingCode1
Compound Multi-branch Feature Fusion for Real Image RestorationCode1
Forward-only Diffusion Probabilistic ModelsCode1
MB-TaylorFormer: Multi-branch Efficient Transformer Expanded by Taylor Formula for Image DehazingCode1
Mutual Information-driven Triple Interaction Network for Efficient Image DehazingCode1
Domain Adaptation for Image DehazingCode1
CoA: Towards Real Image Dehazing via Compression-and-AdaptationCode1
IRNeXt: Rethinking Convolutional Network Design for Image RestorationCode1
A Data-Centric Solution to NonHomogeneous Dehazing via Vision TransformerCode1
Learning from History: Task-agnostic Model Contrastive Learning for Image RestorationCode1
FriendNet: Detection-Friendly Dehazing NetworkCode1
LKD-Net: Large Kernel Convolution Network for Single Image DehazingCode1
Frequency Compensated Diffusion Model for Real-scene DehazingCode1
A Preliminary Study for GPT-4o on Image RestorationCode1
Physically Disentangled Intra- and Inter-Domain Adaptation for Varicolored Haze RemovalCode1
From Synthetic to Real: Image Dehazing Collaborating with Unlabeled Real DataCode1
ProDehaze: Prompting Diffusion Models Toward Faithful Image DehazingCode1
A Novel Encoder-Decoder Network with Guided Transmission Map for Single Image DehazingCode1
CIE XYZ Net: Unprocessing Images for Low-Level Computer Vision TasksCode1
Enhancing Visibility in Nighttime Haze Images Using Guided APSF and Gradient Adaptive ConvolutionCode1
Rethinking Image Restoration for Object DetectionCode1
Focal Network for Image RestorationCode1
Interaction-Guided Two-Branch Image Dehazing NetworkCode1
LMHaze: Intensity-aware Image Dehazing with a Large-scale Multi-intensity Real Haze DatasetCode1
Self-Augmented Unpaired Image Dehazing via Density and Depth DecompositionCode1
A Comprehensive Survey and Taxonomy on Single Image Dehazing Based on Deep LearningCode1
Fast Deep Multi-patch Hierarchical Network for Nonhomogeneous Image DehazingCode1
Deep-Masking Generative Network: A Unified Framework for Background Restoration from Superimposed ImagesCode1
Image Dehazing Transformer With Transmission-Aware 3D Position EmbeddingCode1
A Two-branch Neural Network for Non-homogeneous Dehazing via Ensemble LearningCode1
Depth and Reflection Total Variation for Single Image Dehazing—0
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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