Highlight removal from single image
WebDec 1, 2015 · Specular reflection exists widely in photography and causes the recorded color deviating from its true value, so fast and high quality highlight removal from a single … WebDec 30, 2024 · Single Image Highlight Removal for Real-Time Image Processing Pipelines. Abstract: This paper presents a fully automatic method for the separation of diffuse and …
Highlight removal from single image
Did you know?
WebIn [48], Huo and Yang propose a dynamic range expansion method that consists in detecting, linearly boosting, and recombining highlight areas separately; and in [50], Saha et al. propose a method to obtain an HDR-like image from a single LDR image by combining specular highlight removal and low-light image enhancement techniques. WebFeb 13, 2024 · Hence, correcting them is a necessary preprocessing step. In this paper, we propose a machine learning approach for automatic specular highlight removal from a single endoscopic image. We train a residual convolutional neural network (CNN) to localize and remove specular highlights in endoscopic images using weakly labeled data.
WebReal-Time High-Quality Specular Highlight Removal Using Efficient Pixel Clustering by Antonio Souza, Márcio Macedo, Verônica Nascimento and Bruno Oliveira. Introduction This is a C++/OpenCV/CUDA application for real-time specular highlight removal in still images. Technical details are provided in our SIBGRAPI 2024 paper. WebDec 1, 2015 · Fast and High Quality Highlight Removal from A Single Image. Specular reflection exists widely in photography and causes the recorded color deviating from its …
WebAug 27, 2024 · To the best of our knowledge, this is the first real-world benchmark dataset for specular highlight removal task, which is useful for evaluating and encouraging new deep learning-based approaches. Given this dataset, we present a novel Generative Adversarial Network (GAN) for specular highlight removal from a single image by … WebTo remove the domain gap between synthetic training samples and real test images, and support the investigation of learning-based approaches, we first introduce a dataset with …
An ongoing effort of developing new and implementing established single image highlight removal (SIHR) methods on MATLAB/GNU Octave. Highlight, specularity, or specular reflection removal (see 1for a proper Web of Science expression, see for a reference work entry, see , for survey on this problem) concerns … See more This section aims to clarify how well (or not) the methods reproduced in this project were at reproducing results in literature. Note: … See more
WebAug 1, 2015 · A robust and effective specular highlight removal method is proposed, based on a key observation-the maximum fraction of the diffuse colour component in diffuse local patches in colour images changes smoothly and can be treated as noise in this case. 71. PDF. View 1 excerpt, references background. cane backingWebSep 28, 2009 · The highlight removal method from the single image without knowing the illuminant has been presented. The presented method is based on the Principal … cane back folding chairWebAug 31, 2016 · Fast and High Quality Highlight Removal From a Single Image Abstract: Specular reflection exists widely in photography and causes the recorded color deviating … cane backed sofaWebMar 12, 2024 · In this paper, we propose a machine learning approach for automatic specular highlight removal from a single endoscopic image. We train a residual convolutional neural network (CNN) to localize and remove specular highlights in endoscopic images using weakly labeled data. The labels merely indicate whether an … cane backing materialWebsuccessfully remove the specularity, approaches with hardware assistance or from multiple images are much less practical compared to the single image based approaches. Removing highlights from a single image often needs given illumination, which can be either calibrated or estimated computationally[14][15][16]. Some work [17][18][19] require fiskars long reach tree prunerWebSpecular highlight removal is a challenging task. We present a novel data-driven approach for automatic specular highlight removal from a single image. To this end, we build a new … fiskars lopper and shear setWebSep 28, 2024 · This video tutorial by Dansky demonstrates a fast and simple technique for reducing highlights. By using a Solid Color Adjustment Layer, Blend-If Sliders, and Opacity, … cane back french provincial dining set