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DCSFN: Deep Cross-scale Fusion Network for Single Image Rain Removal

https://doi.org/10.1145/3394171.3413820
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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1002/047084535xopenalex-snapshot
Recurrent Neural Networks for Prediction
inferredcites →https://doi.org/10.1007/978-3-030-01234-2_16openalex-snapshot
Recurrent Squeeze-and-Excitation Context Aggregation Net for Single Image Deraining
inferredcites →https://doi.org/10.1007/978-3-030-01240-3_22openalex-snapshot
Structured Siamese Network for Real-Time Visual Tracking
inferredcites →https://doi.org/10.1007/978-3-319-10602-1_4openalex-snapshot
Deep Network Cascade for Image Super-resolution
inferredcites →https://doi.org/10.1007/978-3-319-46475-6_10openalex-snapshot
Single Image Dehazing via Multi-scale Convolutional Neural Networks
inferredcites →https://doi.org/10.1049/el:20080522openalex-snapshot
Scope of validity of PSNR in image/video quality assessment
inferredcites →https://doi.org/10.1109/cvpr.2015.7298965openalex-snapshot
Fully convolutional networks for semantic segmentation
inferredcites →https://doi.org/10.1109/cvpr.2016.299openalex-snapshot
Rain Streak Removal Using Layer Priors
inferredcites →https://doi.org/10.1109/cvpr.2017.106openalex-snapshot
Feature Pyramid Networks for Object Detection
inferredcites →https://doi.org/10.1109/cvpr.2017.183openalex-snapshot
Deep Joint Rain Detection and Removal from a Single Image
inferredcites →https://doi.org/10.1109/cvpr.2017.186openalex-snapshot
Removing Rain from Single Images via a Deep Detail Network
inferredcites →https://doi.org/10.1109/cvpr.2017.243openalex-snapshot
Densely Connected Convolutional Networks
inferredcites →https://doi.org/10.1109/cvpr.2017.291openalex-snapshot
Optical Flow Estimation Using a Spatial Pyramid Network
inferredcites →https://doi.org/10.1109/cvpr.2017.324openalex-snapshot
A-Fast-RCNN: Hard Positive Generation via Adversary for Object Detection
inferredcites →https://doi.org/10.1109/cvpr.2018.00079openalex-snapshot
Density-Aware Single Image De-raining Using a Multi-stream Dense Network
inferredcites →https://doi.org/10.1109/cvpr.2018.00324openalex-snapshot
Learning Dual Convolutional Neural Networks for Low-Level Vision
inferredcites →https://doi.org/10.1109/cvpr.2018.00337openalex-snapshot
Densely Connected Pyramid Dehazing Network
inferredcites →https://doi.org/10.1109/cvpr.2018.00341openalex-snapshot
Erase or Fill? Deep Joint Recurrent Rain Removal and Reconstruction in Videos
inferredcites →https://doi.org/10.1109/cvpr.2018.00658openalex-snapshot
Robust Video Content Alignment and Compensation for Rain Removal in a CNN Framework
inferredcites →https://doi.org/10.1109/cvpr.2018.00695openalex-snapshot
Video Rain Streak Removal by Multiscale Convolutional Sparse Coding
inferredcites →https://doi.org/10.1109/cvpr.2018.00742openalex-snapshot
Cascaded Pyramid Network for Multi-person Pose Estimation
inferredcites →https://doi.org/10.1109/cvpr.2018.00745openalex-snapshot
Squeeze-and-Excitation Networks
inferredcites →https://doi.org/10.1109/cvpr.2018.00813openalex-snapshot
Non-local Neural Networks
inferredcites →https://doi.org/10.1109/cvpr.2019.00176openalex-snapshot
Frame-Consistent Recurrent Video Deraining With Dual-Level Flow
inferredcites →https://doi.org/10.1109/cvpr.2019.00396openalex-snapshot
Single Image Deraining: A Comprehensive Benchmark Analysis
inferredcites →https://doi.org/10.1109/cvpr.2019.00400openalex-snapshot
Semi-Supervised Transfer Learning for Image Rain Removal
inferredcites →https://doi.org/10.1109/cvpr.2019.01255openalex-snapshot
Spatial Attentive Single-Image Deraining With a High Quality Real Rain Dataset
inferredcites →https://doi.org/10.1109/iccv.2013.247openalex-snapshot
A Generalized Low-Rank Appearance Model for Spatio-temporally Correlated Rain Streaks
inferredcites →https://doi.org/10.1109/iccv.2015.388openalex-snapshot
Removing Rain from a Single Image via Discriminative Sparse Coding
inferredcites →https://doi.org/10.1109/iccv.2017.276openalex-snapshot
Joint Bi-layer Optimization for Single-Image Rain Streak Removal
inferredcites →https://doi.org/10.1109/icip.2013.6738189openalex-snapshot
Single-image deraining using an adaptive nonlocal means filter
inferredcites →https://doi.org/10.1109/tcsvt.2019.2920407openalex-snapshot
Image De-Raining Using a Conditional Generative Adversarial Network
inferredcites →https://doi.org/10.1109/tip.2003.819861openalex-snapshot
Image quality assessment: from error visibility to structural similarity
inferredcites →https://doi.org/10.1109/tip.2011.2179057openalex-snapshot
Automatic Single-Image-Based Rain Streaks Removal via Image Decomposition
inferredcites →https://doi.org/10.1109/tip.2016.2598681openalex-snapshot
DehazeNet: An End-to-End System for Single Image Haze Removal
inferredcites →https://doi.org/10.1109/tip.2017.2691802openalex-snapshot
Clearing the Skies: A Deep Network Architecture for Single-Image Rain Removal
inferredcites →https://doi.org/10.1109/tip.2017.2708502openalex-snapshot
A Hierarchical Approach for Rain or Snow Removing in a Single Color Image
inferredcites →https://doi.org/10.1109/tnnls.2019.2926481openalex-snapshot
Lightweight Pyramid Networks for Image Deraining
inferredcites →https://doi.org/10.1109/tpami.2015.2439281openalex-snapshot
Image Super-Resolution Using Deep Convolutional Networks
inferredcites →https://doi.org/10.1109/tpami.2018.2865304openalex-snapshot
Fast and Accurate Image Super-Resolution with Deep Laplacian Pyramid Networks
inferredcites →https://doi.org/10.1109/tpami.2019.2895793openalex-snapshot
Joint Rain Detection and Removal from a Single Image with Contextualized Deep Networks
inferredcites →https://doi.org/10.1109/tpami.2019.2913372openalex-snapshot
Squeeze-and-Excitation Networks
inferredcites →https://doi.org/10.1109/tpami.2020.2969348openalex-snapshot
Physics-Based Generative Adversarial Models for Image Restoration and Beyond
inferredcites →https://doi.org/10.1109/wacv.2017.145openalex-snapshot
Convolutional Sparse and Low-Rank Coding-Based Rain Streak Removal
inferredcites →https://doi.org/10.1109/wacv.2019.00208openalex-snapshot
Gyroscope-Aided Motion Deblurring with Deep Networks
inferredcites →https://doi.org/10.1145/3240508.3240636openalex-snapshot
Non-locally Enhanced Encoder-Decoder Network for Single Image De-raining
inferredcites →https://doi.org/10.1145/3240508.3240694openalex-snapshot
Residual-Guide Network for Single Image Deraining
inferredcites →https://doi.org/10.1145/3343031.3351149openalex-snapshot
Single Image Deraining via Recurrent Hierarchy Enhancement Network
inferredcites →https://doi.org/10.2139/ssrn.4169543openalex-snapshot
Joint Face Completion and Super-Resolution Using Multi-Scale Feature Relation Learning
inferredcites →https://doi.org/10.4230/oasics.dx.2026.15openalex-snapshot
AutoResearch Lite: a reproducible paper-inspired experiment runner (Adam mechanism reproduction and convergence-speed comparison)
inferredcites →https://doi.org/10.48550/arxiv.1409.2329openalex-snapshot
Recurrent Neural Network Regularization
inferredcites →https://doi.org/10.48550/arxiv.1808.08718openalex-snapshot
Wide Activation for Efficient and Accurate Image Super-Resolution
inferredcites →https://doi.org/10.48550/arxiv.1811.08632openalex-snapshot
A Deep Tree-Structured Fusion Model for Single Image Deraining
inferredcites →https://doi.org/10.48550/arxiv.1901.09221openalex-snapshot
Progressive Image Deraining Networks: A Better and Simpler Baseline

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

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Semi-supervised Single Image Deraining with Discrete Wavelet Transform
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Rethinking Video Rain Streak Removal: A New Synthesis Model and a Deraining Network with Video Rain Prior
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TransDerain: Efficient Transformer Network for Video Deraining
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Degraded Factors Analysis in Multimedia Data Using Deep Learning Algorithm
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CADPNet: Learning Dual Priors with Cross-Attention for Single Image Deraining
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Image Deraining with Frequency-Enhanced State Space Model
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Image Deraining Network Based on Multi-level Mixed Attention
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A Lightweight Detail-Fusion Progressive Network for Image Deraining
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MLTDNet: an efficient multi-level transformer network for single image deraining
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Multi-level wavelet network based on CNN-Transformer hybrid attention for single image deraining
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Multi-aggregation network based on non-separable lifting wavelet for single image deraining
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Feature decoupling and reorganization network for single image deraining
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A multi-scale fusion framework for underwater image enhancement based on fourier stabilization and dynamic sparse transformer
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Global–local transformer for single-image rain removal
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Deep single image deraining using an asymmetric cyclic generative and adversarial framework
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Single Image Deraining by Fully Exploiting Contextual Information
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MOONLIT: momentum-contrast and large-kernel for multi-fine-grained deraining
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Event-Driven Heterogeneous Network for Video Deraining
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Neural Discrimination-Prompted Transformers for Efficient UHD Image Restoration and Enhancement
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Enhanced context encoding for single image raindrop removal
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Progressive convolutional transformer for image restoration
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Background-detail restoration image deraining network based on convolutional dictionary network
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A comprehensive benchmark analysis for sand dust image reconstruction
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Exploring a context-gated network for effective image deraining
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Degradation removal and detail restoration decomposition network for single image deraining
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Pyramid fully residual network for single image de-raining
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Single image rain removal using recurrent scale-guide networks
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Multi-directional rain streak removal based on infimal convolution of oscillation TGV
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Multi-modal deep convolutional dictionary learning for image denoising
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Context‐wise attention‐guided network for single image deraining
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Variational Bayesian Inference Deraining Network Based on Latent Variable Grouping
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Recurrent alignment with dynamic query attention transformer framework for rainy video restoration
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ETDNet: An Efficient Transformer Deraining Model
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Image De-raining via Continual Learning
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Dense Feature Pyramid Grids Network for Single Image Deraining
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Structure-Preserving Deraining with Residue Channel Prior Guidance
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LFD-RSNet: Lightweight Face Detection Network for Rainy Weather Scenes
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Rain Streak Attention Network for Single Image Deraining
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Control Theory-Inspired Model Design for Single Image De-Raining
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Semi-Supervised Image Deraining Using Knowledge Distillation
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Deep Dynamic Memory Augmented Attentional Dictionary Learning for Image Denoising
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GLGFN: Global-Local Grafting Fusion Network for High-Resolution Image Deraining
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Coarse-to-fine multiscale fusion network for single image deraining
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Real-world image denoising via efficient diffusion model with controllable noise generation
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Dynamic association learning of self-attention and convolution in image restoration
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Online-Updated High-Order Collaborative Networks for Single Image Deraining
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FMRNet: Image Deraining via Frequency Mutual Revision
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Region-Aware Exposure Consistency Network for Mixed Exposure Correction
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Correlation Matching Transformation Transformers for UHD Image Restoration
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Image Deraining Algorithm Based on Multi-Scale Features
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A Lightweight Transformer-Based Network for Image Deraining with Feature-Wise Attention and Cross-Level Feature Refinement
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Flare Removal Model Based on Sparse-UFormer Networks
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Contingency Planning of Visual Contamination for Wheeled Mobile Robots with Chameleon-Inspired Visual System
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Semantic-Guided Iterative Detail Fusion Network for Single-Image Deraining
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Scale-Space Feature Recalibration Network for Single Image Deraining
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Semi-RainGAN: A Semisupervised Coarse-to-Fine Guided Generative Adversarial Network for Mixture of Rain Removal
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SDNet: mutil-branch for single image deraining using swin
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A Lightweight Feature Transformation Network with Progressive Training for Rainy Object Detection
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