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A Lightweight Network for Real-Time Rain Streaks and Rain Accumulation Removal from Single Images Captured by AVs

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What this work says

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

inferredcites →https://doi.org/10.1007/978-3-030-01234-2_16openalex-snapshot

Recurrent Squeeze-and-Excitation Context Aggregation Net for Single Image Deraining

inferredcites →https://doi.org/10.1007/978-3-319-24574-4_28openalex-snapshot

U-Net: Convolutional Networks for Biomedical Image Segmentation

inferredcites →https://doi.org/10.1007/978-3-642-42051-1_33openalex-snapshot

Single-Image-Based Rain and Snow Removal Using Multi-guided Filter

inferredcites →https://doi.org/10.1007/s11042-015-2657-7openalex-snapshot

Single image rain and snow removal via guided L0 smoothing filter

inferredcites →https://doi.org/10.1007/s11042-015-3195-zopenalex-snapshot

Rain streak removal by multi-frame-based anisotropic filtering

inferredcites →https://doi.org/10.1007/s11042-017-5430-2openalex-snapshot

Rain streak removal based on non-negative matrix factorization

inferredcites →https://doi.org/10.1007/s11042-018-5825-8openalex-snapshot

Single image deraining using deep convolutional networks

inferredcites →https://doi.org/10.1007/s11263-006-0028-6openalex-snapshot

Vision and Rain

inferredcites →https://doi.org/10.1016/j.iatssr.2019.11.005openalex-snapshot

Automated driving recognition technologies for adverse weather conditions

inferredcites →https://doi.org/10.1016/j.image.2014.06.006openalex-snapshot

No-reference image quality assessment based on spatial and spectral entropies

inferredcites →https://doi.org/10.1016/j.neunet.2020.07.025openalex-snapshot

Deep learning on image denoising: An overview

inferredcites →https://doi.org/10.1016/j.trc.2018.02.012openalex-snapshot

Autonomous vehicle perception: The technology of today and tomorrow

inferredcites →https://doi.org/10.1016/j.vlsi.2021.01.002openalex-snapshot

Vulnerable objects detection for autonomous driving: A review

inferredcites →https://doi.org/10.1023/a:1016328200723openalex-snapshot

Vision and the Atmosphere

inferredcites →https://doi.org/10.1109/access.2020.3008324openalex-snapshot

FastDerainNet: A Deep Learning Algorithm for Single Image Deraining

inferredcites →https://doi.org/10.1109/csae.2012.6272780openalex-snapshot

Removing rain and snow in a single image using guided filter

inferredcites →https://doi.org/10.1109/cvpr.2013.138openalex-snapshot

Adherent Raindrop Detection and Removal in Video

inferredcites →https://doi.org/10.1109/cvpr.2016.90openalex-snapshot

Deep Residual Learning for Image Recognition

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.2017.303openalex-snapshot

Video Desnowing and Deraining Based on Matrix Decomposition

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.2018.00263openalex-snapshot

Attentive Generative Adversarial Network for Raindrop Removal from A Single Image

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.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.2019.00406openalex-snapshot

Progressive Image Deraining Networks: A Better and Simpler Baseline

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/cvpr42600.2020.00837openalex-snapshot

Multi-Scale Progressive Fusion Network for Single Image Deraining

inferredcites →https://doi.org/10.1109/cvpr46437.2021.01458openalex-snapshot

Multi-Stage Progressive Image Restoration

inferredcites →https://doi.org/10.1109/cvprw.2019.00273openalex-snapshot

NTIRE 2019 Challenge on Real Image Denoising: Methods and Results

inferredcites →https://doi.org/10.1109/cvprw53098.2021.00027openalex-snapshot

HINet: Half Instance Normalization Network for Image Restoration

inferredcites →https://doi.org/10.1109/icassp.2011.5946766openalex-snapshot

Single-frame-based rain removal via image decomposition

inferredcites →https://doi.org/10.1109/iccv.2017.189openalex-snapshot

Joint Convolutional Analysis and Synthesis Sparse Representation for Single Image Layer Separation

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/icip.2014.7025909openalex-snapshot

Exploiting image structural similarity for single image rain removal

inferredcites →https://doi.org/10.1109/icpr.2010.579openalex-snapshot

Image Quality Metrics: PSNR vs. SSIM

inferredcites →https://doi.org/10.1109/iscas.2012.6271635openalex-snapshot

Self-learning-based rain streak removal for image/video

inferredcites →https://doi.org/10.1109/lsp.2012.2227726openalex-snapshot

Making a “Completely Blind” Image Quality Analyzer

inferredcites →https://doi.org/10.1109/tcsvt.2014.2308627openalex-snapshot

Visual Depth Guided Color Image Rain Streaks Removal Using Sparse Coding

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.2013.2290595openalex-snapshot

A Rain Pixel Recovery Algorithm for Videos With Highly Dynamic Scenes

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.2017.2662206openalex-snapshot

Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising

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/tits.2015.2409109openalex-snapshot

Vehicle Detection Techniques for Collision Avoidance Systems: A Review

inferredcites →https://doi.org/10.1109/tits.2017.2658662openalex-snapshot

Overview of Environment Perception for Intelligent Vehicles

inferredcites →https://doi.org/10.1109/tnnls.2018.2876865openalex-snapshot

Object Detection With Deep Learning: A Review

inferredcites →https://doi.org/10.1109/tnnls.2019.2926481openalex-snapshot

Lightweight Pyramid Networks for Image Deraining

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/10.1117/12.615237openalex-snapshot

Morphological component analysis

inferredcites →https://doi.org/10.1145/3240508.3240694openalex-snapshot

Residual-Guide Network for Single Image Deraining

inferredcites →https://doi.org/10.1504/ijcvr.2017.081234openalex-snapshot

A review and an approach for object detection in images

inferredcites →https://doi.org/10.23919/chicc.2017.8029130openalex-snapshot

A review of object detection based on convolutional neural network

inferredcites →https://doi.org/10.2991/jcis.2008.65openalex-snapshot

The Application of Histogram on Rain Detection in Video

inferredcites →https://doi.org/10.3390/s21030960openalex-snapshot

Lightweight and Efficient Image Dehazing Network Guided by Transmission Estimation from Real-World Hazy Scenes

inferredcites →https://doi.org/10.3923/itj.2013.569.583openalex-snapshot

Video-based Water Drop Detection and Removal Method for a Moving Vehicle

inferredcites →https://doi.org/10.48550/arxiv.1603.09056openalex-snapshot

Image Restoration Using Very Deep Convolutional Encoder-Decoder Networks with Symmetric Skip Connections

inferredcites →https://doi.org/10.5121/ijcsea.2012.2202openalex-snapshot

Restoration Of Video By Removing Rain

What points at this work

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

inferred← citeshttps://doi.org/10.2139/ssrn.5031332openalex-extracted

Polygraph-Based Truth Detection System: Leveraging Machine Learning Model on Physiological and Behavioral Data Using Data Fusion

inferred← citeshttps://doi.org/10.1007/s10462-026-11542-5openalex-snapshot

Multi-sensor fusion and deep learning for road scene understanding: a comprehensive survey

inferred← citeshttps://doi.org/10.1007/s44443-025-00451-2openalex-snapshot

HBD-NanoDetPlus:a lightweight detection model for vehicle high beam headlights in rainy and snowy weather

inferred← citeshttps://doi.org/10.1029/2025wr041953openalex-snapshot

Video‐Based Rainfall Opportunistic Sensing in Hydrology: A Lightweight Machine Learning Approach

inferred← citeshttps://doi.org/10.1109/ieeeconf60226.2024.10496730openalex-snapshot

Neural Network Method for Removing the Effect of Atmospheric Noise in an Image

inferred← citeshttps://doi.org/10.21622/rimc.2024.01.2.1112openalex-snapshot

A lightweight speaker verification approach for autonomous vehicles

inferred← citeshttps://doi.org/10.3390/app14167115openalex-snapshot

Forearm Intravenous Detection and Localization for Autonomous Vein Injection Using Contrast-Limited Adaptive Histogram Equalization Algorithm

inferred← citeshttps://doi.org/10.3390/futuretransp5020039openalex-snapshot

Impact of Critical Situations on Autonomous Vehicles and Strategies for Improvement

inferred← citeshttps://doi.org/10.3390/inventions10060093openalex-snapshot

AI-Driven Digital Twin for Optimizing Solar Submersible Pumping Systems

inferred← citeshttps://doi.org/10.3390/inventions10060096openalex-snapshot

A Multimodal Polygraph Framework with Optimized Machine Learning for Robust Deception Detection

inferred← citeshttps://doi.org/10.3390/make8070199openalex-snapshot

Sensor Fusion and Perception for Autonomous Driving: A Critical Review of Modalities, AI Models, Algorithms, and Industry Configurations

inferred← citeshttps://doi.org/10.3390/robotics13050066openalex-snapshot

Optimized Decentralized Swarm Communication Algorithms for Efficient Task Allocation and Power Consumption in Swarm Robotics

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