Awesome-Single-Image-Reflection-Removal(SIRR)

A collection of Single image reflection removal.

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:star2: If Awesome-SIRR is helpful to your images or projects, please help star this repo. Thanks! :hugs:

This repository provides a summary of deep learning-based SIRR algorithms. All of these methods have been verified through the DBLP.

:rocket: To-Do-List

• SIRR methods classification
• 2023.12.01 --- Update SOTA SIRR methods

Table of contents

• :boom: SIRR
• :hugs: Image Quality Assessment
• :+1: Benchmark Datasets
• :sparkles: Acknowledgement

:boom: SIRR

Year	Pub	Title	Links
2023	CVPR	:fire: :fire: :fire: Robust Single Image Reflection Removal Against Adversarial Attacks	[paper] [code]
2022	WACV	Improving Single-Image Defocus Deblurring: How Dual-Pixel Images Help Through Multi-Task Learning	[paper] [code]
2022	PAMI	Benchmarking Single-Image Reflection Removal Algorithms	[paper] [website]
2021	WACV	Single image reflection removal with edge guidance	[paper] [code]
2021	ICCV	Location-aware single image reflection removal	[paper] [code]
2021	NIPS	Trash or Treasure? An Interactive Dual-Stream Strategy for Single Image Reflection Separation	[paper] [code]
2021	CVPR	Single Image Reflection Removal with Absorption Effect	[paper] [code]
2021	CVPR	Robust Reflection Removal with Reflection-free Flash-only Cues	[paper] [code]
2021	ICCV	V-DESIRR: Very Fast Deep Embedded Single Image Reflection Removal	[paper] [code]✖️
2021	TIP	Deep-Masking Generative Network: A Unified Framework for Background Restoration from Superimposed Images	[paper] [code]
2020	CVPR	Single Image Reflection Removal Through Cascaded Refinement	[paper] [code]
2020	CVPR	Single Image Reflection Removal with Physically-Based Training Images	[paper] [code]
2020	CVPR	Deep Adversarial Decomposition: A Unified Framework for Separating Superimposed Images	[paper] [code]
2019	CVPR	Single image reflection removal exploiting misaligned training data and network enhancements	[paper] [code]
2019	CVPR	Single Image Reflection Removal Beyond Linearity	[paper] [code]
2019	PAMI	CoRRN: Cooperative Reflection Removal Network	[paper] [code]
2018	ECCV	Seeing deeply and bidirectionally: A deep learning approach for single image reflection removal	[paper] [code]
2018	CVPR	Single image reflection separation with perceptual losses	[paper] [code]
2018	CVPR	CRRN: Multi-Scale Guided Concurrent Reflection Removal Network	[paper] [code](not official)
2017	ICCV	Benchmarking Single-Image Reflection Removal Algorithms	[paper] [website]
2017	ICCV	A Generic Deep Architecture for Single Image Reflection Removal and Image Smoothing	[paper] [code]
2014	CVPR	Single image layer separation using relative smoothness	[paper] [code]

:hugs: Image Quality Assessment

Method	Type	Code/Ref
PSNR (Peak Signal-to-Noise Ratio)	Full-Reference	[code]
SSIM (Structural Similarity Index Measurement)	Full-Reference	[code]
LPIPS (Learned Perceptual Image Patch Similarity)	Full-Reference	[code]

:+1: Benchmark Datasets

Recommended Datasets

Dataset	Usage	Image num
SIR2	Test	500
Real20	Training & Test	89 & 20
Nature	Test	20
CDR	Test	1063

:sparkles: Acknowledgement

This work is inspired by awesome-reflection-removal and Awesome-Reflection-Removal.