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Highlight-Removal

Summary of Publicly Available Highlight Removal Method

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Dataset

MIT Intrinsic Images

SSHR

SHIQ

PSD

kvasir

WHU-Specular

WHU-TRIIW

EndoSRR

Hyper Kvasir

Method

Traditional

Name Year Publication Code
Highlight removal by illumination-constrained inpainting 2003 ICCV MATLAB
Tan et al. 2005 TPAMI MATLAB
Yoon et al. 2006 ICIP MATLAB
Shen et al. 2008 Pattern Recognition MATLAB
Shen et al. 2009 Applied Optics MATLAB
Yang et al. 2010 ECCV MATLAB
Automatic segmentation and inpainting of specular highlights for endoscopic imaging 2010 Journal on Image and Video Processing MATLAB
Detection and correction of specular reflections for automatic surgical tool segmentation in thoracoscopic images 2011 Machine Vision and Applications MATLAB
Automatic detection and inpainting of specular reflections for colposcopic images 2011 Open Computer Science MATLAB
Shen et al. 2013 Applied Optics MATLAB
HDR image generation from LDR image with highlight removal 2015 ICMEW Python
Akashi et al. 2016 CVIU MATLAB
Nurutdinova et al. 2017 VISAPP C++
Real-Time High-Quality Specular Highlight Removal Using Efficient Pixel Clustering 2018 SIBGRAPI C++
SHR 2019 CGF MATLAB
Yamamoto et al. 2019 ITE Transactions on Media Technology and Applications MATLAB
Specular Reflections Removal for Endoscopic Image Sequences With Adaptive-Rpca Decomposition 2020 TMI C++
Saha et al. 2020 IET Image Processing MATLAB
Polar_HR 2021 TIP MATLAB
Highlight removal for endoscopic images based on accelerated adaptive non-convex RPCA decomposition 2023 CMPB C++

Learning

Name Year Publication Code
SLRR 2018 ECCV Pytorch
Spec-CGAN 2020 Image and Vision Computing Tensorflow
TASHR 2021 PRCV Tensorflow
SpecularityNet 2021 TMM Pytorch
JSHDR 2021 CVPR Pytorch
Liang et al. 2021 Optics Express Pytorch
Unet-Transformer 2022 CVM Pytorch
MG-CycleGAN 2022 PRL Pytorch
TSRNet 2023 ICCV Pytorch
SHMGAN 2023 Neurocomputing Tensorflow
CycleSTTN 2023 MICCAI Pytorch
Endo-STTN 2023 MIA Pytorch
2024 ICASSP Pytorch
EndoSRR 2024 International Journal of Computer Assisted Radiology and Surgery Pytorch
Film Removal 2024 CVPR Pytorch
DHAN-SHR 2024 MM Pytorch
ORHLR-Net 2024 TVC Pytorch

Metric

Full-Reference

torchmetrics for cuda calculation

PSNR

SSIM