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Path-Restore: Learning Network Path Selection for Image Restoration

https://doi.org/10.1109/tpami.2021.3096255
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What this work says

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

inferredcites →https://doi.org/10.1007/978-1-4615-3618-5_2openalex-snapshot
Simple Statistical Gradient-Following Algorithms for Connectionist Reinforcement Learning
inferredcites →https://doi.org/10.1007/978-3-030-01246-5_1openalex-snapshot
Convolutional Networks with Adaptive Inference Graphs
inferredcites →https://doi.org/10.1007/978-3-030-01261-8_25openalex-snapshot
SkipNet: Learning Dynamic Routing in Convolutional Networks
inferredcites →https://doi.org/10.1007/978-3-030-11021-5_5openalex-snapshot
ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks
inferredcites →https://doi.org/10.1007/978-3-319-46448-0_38openalex-snapshot
Building Dual-Domain Representations for Compression Artifacts Reduction
inferredcites →https://doi.org/10.1007/978-3-319-46475-6_43openalex-snapshot
Perceptual Losses for Real-Time Style Transfer and Super-Resolution
inferredcites →https://doi.org/10.1007/bf00992696openalex-snapshot
Simple statistical gradient-following algorithms for connectionist reinforcement learning
inferredcites →https://doi.org/10.1007/s11263-008-0197-6openalex-snapshot
Fields of Experts
inferredcites →https://doi.org/10.1007/s11263-019-01190-4openalex-snapshot
Convolutional Networks with Adaptive Inference Graphs
inferredcites →https://doi.org/10.1016/j.jvcir.2018.01.012openalex-snapshot
RENOIR – A dataset for real low-light image noise reduction
inferredcites →https://doi.org/10.1023/a:1022672621406openalex-snapshot
Simple Statistical Gradient-Following Algorithms for Connectionist Reinforcement Learning
inferredcites →https://doi.org/10.1038/nature14236openalex-snapshot
Human-level control through deep reinforcement learning
inferredcites →https://doi.org/10.1038/nature24270openalex-snapshot
Mastering the game of Go without human knowledge
inferredcites →https://doi.org/10.1109/cvpr.2015.7298677openalex-snapshot
Learning a convolutional neural network for non-uniform motion blur removal
inferredcites →https://doi.org/10.1109/cvpr.2016.181openalex-snapshot
Deeply-Recursive Convolutional Network for Image Super-Resolution
inferredcites →https://doi.org/10.1109/cvpr.2016.182openalex-snapshot
Accurate Image Super-Resolution Using Very Deep Convolutional Networks
inferredcites →https://doi.org/10.1109/cvpr.2016.302openalex-snapshot
D3: Deep Dual-Domain Based Fast Restoration of JPEG-Compressed Images
inferredcites →https://doi.org/10.1109/cvpr.2016.90openalex-snapshot
Deep Residual Learning for Image Recognition
inferredcites →https://doi.org/10.1109/cvpr.2017.19openalex-snapshot
Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network
inferredcites →https://doi.org/10.1109/cvpr.2017.194openalex-snapshot
Spatially Adaptive Computation Time for Residual Networks
inferredcites →https://doi.org/10.1109/cvpr.2017.243openalex-snapshot
Densely Connected Convolutional Networks
inferredcites →https://doi.org/10.1109/cvpr.2017.294openalex-snapshot
Benchmarking Denoising Algorithms with Real Photographs
inferredcites →https://doi.org/10.1109/cvpr.2017.298openalex-snapshot
Image Super-Resolution via Deep Recursive Residual Network
inferredcites →https://doi.org/10.1109/cvpr.2017.35openalex-snapshot
Deep Multi-scale Convolutional Neural Network for Dynamic Scene Deblurring
inferredcites →https://doi.org/10.1109/cvpr.2017.517openalex-snapshot
One-To-Many Network for Visually Pleasing Compression Artifacts Reduction
inferredcites →https://doi.org/10.1109/cvpr.2017.623openalex-snapshot
Non-local Color Image Denoising with Convolutional Neural Networks
inferredcites →https://doi.org/10.1109/cvpr.2018.00182openalex-snapshot
A High-Quality Denoising Dataset for Smartphone Cameras
inferredcites →https://doi.org/10.1109/cvpr.2018.00257openalex-snapshot
Practical Block-Wise Neural Network Architecture Generation
inferredcites →https://doi.org/10.1109/cvpr.2018.00259openalex-snapshot
Crafting a Toolchain for Image Restoration by Deep Reinforcement Learning
inferredcites →https://doi.org/10.1109/cvpr.2018.00333openalex-snapshot
Image Blind Denoising with Generative Adversarial Network Based Noise Modeling
inferredcites →https://doi.org/10.1109/cvpr.2018.00919openalex-snapshot
BlockDrop: Dynamic Inference Paths in Residual Networks
inferredcites →https://doi.org/10.1109/cvpr.2019.00181openalex-snapshot
Toward Convolutional Blind Denoising of Real Photographs
inferredcites →https://doi.org/10.1109/cvpr.2019.01099openalex-snapshot
FBNet: Hardware-Aware Efficient ConvNet Design via Differentiable Neural Architecture Search
inferredcites →https://doi.org/10.1109/cvpr.2019.01129openalex-snapshot
Unprocessing Images for Learned Raw Denoising
inferredcites →https://doi.org/10.1109/cvprw.2017.149openalex-snapshot
NTIRE 2017 Challenge on Single Image Super-Resolution: Methods and Results
inferredcites →https://doi.org/10.1109/cvprw.2017.150openalex-snapshot
NTIRE 2017 Challenge on Single Image Super-Resolution: Dataset and Study
inferredcites →https://doi.org/10.1109/cvprw.2017.151openalex-snapshot
Enhanced Deep Residual Networks for Single Image Super-Resolution
inferredcites →https://doi.org/10.1109/cvprw.2018.00130openalex-snapshot
NTIRE 2018 Challenge on Single Image Super-Resolution: Methods and Results
inferredcites →https://doi.org/10.1109/iccv.2001.937655openalex-snapshot
A database of human segmented natural images and its application to evaluating segmentation algorithms and measuring ecological statistics
inferredcites →https://doi.org/10.1109/iccv.2015.73openalex-snapshot
Compression Artifacts Reduction by a Deep Convolutional Network
inferredcites →https://doi.org/10.1109/iccv.2019.00325openalex-snapshot
Real Image Denoising With Feature Attention
inferredcites →https://doi.org/10.1109/icip.2007.4378954openalex-snapshot
Color Image Denoising via Sparse 3D Collaborative Filtering with Grouping Constraint in Luminance-Chrominance Space
inferredcites →https://doi.org/10.1109/tip.2016.2631888openalex-snapshot
Waterloo Exploration Database: New Challenges for Image Quality Assessment Models
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.2018.2839891openalex-snapshot
FFDNet: Toward a Fast and Flexible Solution for CNN-Based Image Denoising
inferredcites →https://doi.org/10.1109/tpami.2015.2439281openalex-snapshot
Image Super-Resolution Using Deep Convolutional Networks
inferredcites →https://doi.org/10.1109/tpami.2016.2596743openalex-snapshot
Trainable Nonlinear Reaction Diffusion: A Flexible Framework for Fast and Effective Image Restoration
inferredcites →https://doi.org/10.1109/vcip47243.2019.8965754openalex-snapshot
Pyramid Real Image Denoising Network
inferredcites →https://doi.org/10.1145/1531326.1531330openalex-snapshot
PatchMatch
inferredcites →https://doi.org/10.1145/3181974openalex-snapshot
Exposure
inferredcites →https://doi.org/10.1145/3306346.3322996openalex-snapshot
Hyperparameter optimization in black-box image processing using differentiable proxies
inferredcites →https://doi.org/10.1145/3596711.3596777openalex-snapshot
PatchMatch: A Randomized Correspondence Algorithm for Structural Image Editing
inferredcites →https://doi.org/10.1609/aaai.v32i1.11796openalex-snapshot
Rainbow: Combining Improvements in Deep Reinforcement Learning
inferredcites →https://doi.org/10.17863/cam.51996openalex-snapshot
Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network
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.1308.3432openalex-snapshot
Estimating or Propagating Gradients Through Stochastic Neurons for Conditional Computation
inferredcites →https://doi.org/10.48550/arxiv.1412.6980openalex-snapshot
Adam: A Method for Stochastic Optimization
inferredcites →https://doi.org/10.48550/arxiv.1506.04214openalex-snapshot
Convolutional LSTM Network: A Machine Learning Approach for Precipitation Nowcasting
inferredcites →https://doi.org/10.48550/arxiv.1611.01144openalex-snapshot
Categorical Reparameterization with Gumbel-Softmax
inferredcites →https://doi.org/10.48550/arxiv.1611.01578openalex-snapshot
Neural Architecture Search with Reinforcement Learning
inferredcites →https://doi.org/10.48550/arxiv.1611.02167openalex-snapshot
Designing Neural Network Architectures using Reinforcement Learning
inferredcites →https://doi.org/10.48550/arxiv.1709.09602openalex-snapshot
Exposure: A White-Box Photo Post-Processing Framework
inferredcites →https://doi.org/10.48550/arxiv.1710.02298openalex-snapshot
Rainbow: Combining Improvements in Deep Reinforcement Learning
inferredcites →https://doi.org/10.5244/c.31.71openalex-snapshot
Combined Internal and External Category-Specific Image Denoising
inferredcites →https://doi.org/10.5555/3026877.3026899openalex-snapshot
TensorFlow: A system for large-scale machine learning

What points at this work

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

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Video Deblurring via Temporally and Spatially Variant Recurrent Neural Network
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Adapt or Perish: Adaptive Sparse Transformer with Attentive Feature Refinement for Image Restoration
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CAMixerSR: Only Details Need More “Attention”
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Monte-Carlo Siamese Policy on Actor for Satellite Image Super Resolution
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Exploiting Distortion Information for Multi-degraded Image Restoration
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FRR-Net: A Real-Time Blind Face Restoration and Relighting Network
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Abnormal Command Flow Detection and Path Restoration in Energy Industrial Internet Control Systems Based on Multimodal Knowledge Graphs
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Motion-Aware Dynamic Architecture for Efficient Frame Interpolation
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Searching for Controllable Image Restoration Networks
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Multi-distorted Image Restoration with Tensor 1 × 1 Convolutional Layer
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M2Restore: Mixture-of-Experts-Based Mamba-CNN Fusion Framework for All-in-One Image Restoration
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Complementary Mixture-of-Experts and Complementary Cross-Attention for Single Image Reflection Separation in the Wild
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Rethinking the Importance of High-Frequency Components in Transformers for Image Restoration
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Towards Fast and Robust Real Image Denoising With Attentive Neural Network and PID Controller
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Deep Reinforcement Learning for Lunar Polar Low-Light Enhancement
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Interactive Multi-Dimension Modulation for Image Restoration
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From NeRFLiX to NeRFLiX++: A General NeRF-Agnostic Restorer Paradigm
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PathNet: Path-Selective Point Cloud Denoising
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Learning an Adaptive Sparse Transformer for Efficient Image Restoration
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Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration
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Pyramid Real Image Denoising Network
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Image Quality Assessment–driven Reinforcement Learning for Mixed Distorted Image Restoration
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Light-weight Super-Resolution Network based on Classified Measurement-domain Features
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FlexIR: Towards Flexible and Manipulable Image Restoration
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IPCMoE: Integrating Perceptual Cues with Mixture-of-Experts for Joint Low-Light Image Enhancement and Deblurring
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A dual of real image noise-related blind denoising technique
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Football Video Image Restoration Based on Generalized Equalized Fuzzy C-mean Clustering Algorithm
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Blind All-In-One Image Restoration using Vision-Language Model
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Traditional landscape painting and art image restoration methods based on structural information guidance
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When AWGN-Based Denoiser Meets Real Noises
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Blind Face Restoration under Extreme Conditions: Leveraging 3D-2D Prior Fusion for Superior Structural and Texture Recovery
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Possionblender: Enhancement of Image Fusion in Generating High-Definition Facial Image
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PGDR: Physically Guided Interpretable Dynamic Routing for Image Restoration
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Reinforcement Learning for Intelligent Image Restoration: A Survey on Algorithms, Applications, and Engineering Challenges
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A DAC-CLGD-Danet network based method for defaced image segmentation
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Deep reinforcement learning for intractable routing & inverse problems
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DRL-FVRestore: An Adaptive Selection and Restoration Method for Finger Vein Images Based on Deep Reinforcement
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Irregular Facades: A Dataset for Semantic Segmentation of the Free Facade of Modern Buildings
inferred← citeshttps://doi.org/10.3390/rs14194797openalex-snapshot
Blind Restoration of Atmospheric Turbulence-Degraded Images Based on Curriculum Learning
inferred← citeshttps://doi.org/10.3390/rs16132279openalex-snapshot
A Side-Lobe Denoise Process for ISAR Imaging Applications: Combined Fast Clean and Spatial Focus Technique
inferred← citeshttps://doi.org/10.3390/rs16224201openalex-snapshot
Feature Intensification Using Perception-Guided Regional Classification for Remote Sensing Image Super-Resolution
inferred← citeshttps://doi.org/10.3390/s19173809openalex-snapshot
Dynamic Residual Dense Network for Image Denoising
inferred← citeshttps://doi.org/10.3390/sym15112073openalex-snapshot
Innovative Dual-Stage Blind Noise Reduction in Real-World Images Using Multi-Scale Convolutions and Dual Attention Mechanisms
inferred← citeshttps://doi.org/10.46647/ijetms.2024.v08i03.009openalex-snapshot
IMAGE RECONSTRUCTION OF OLD DAMAGED PHOTOS
inferred← citeshttps://doi.org/10.48550/arxiv.1905.02716openalex-snapshot
EDVR: Video Restoration with Enhanced Deformable Convolutional Networks
inferred← citeshttps://doi.org/10.48550/arxiv.2001.10853openalex-snapshot
H-OWAN: Multi-distorted Image Restoration with Tensor 1x1 Convolution
inferred← citeshttps://doi.org/10.48550/arxiv.2002.09611openalex-snapshot
Tuning-free Plug-and-Play Proximal Algorithm for Inverse Imaging Problems
inferred← citeshttps://doi.org/10.48550/arxiv.2010.12422openalex-snapshot
Progressive Training of Multi-level Wavelet Residual Networks for Image Denoising
inferred← citeshttps://doi.org/10.48550/arxiv.2012.05703openalex-snapshot
TFPnP: Tuning-free Plug-and-Play Proximal Algorithm with Applications to Inverse Imaging Problems
inferred← citeshttps://doi.org/10.48550/arxiv.2107.05318openalex-snapshot
R3L: Connecting Deep Reinforcement Learning to Recurrent Neural Networks for Image Denoising via Residual Recovery
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