Photometric Stereo-Based 3D Reconstruction Method for the Objective Evaluation of Fabric Pilling
نویسندگان
چکیده
Fabric pilling evaluation has been considered as an essential element for textile quality inspection. Traditional manual method is still based on human eyes and brain, which subjective with low efficiency. This paper proposes objective semi-calibrated near-light Photometric Stereo (PS). images are digitalized by self-developed image acquisition system. The 3D depth information of each point could be obtained PS algorithm then mapped to 2D grayscale image. After that, the non-textured filtered using Gaussian low-pass filter. segmentation conducted global iterative threshold method, K-Nearest Neighbor (KNN) finally selected a tool grade classification fabric pilling. Our experimental results show that proposed system achieve excellent judging performance evaluation.
منابع مشابه
Practical 3D Reconstruction Based on Photometric Stereo
Photometric Stereo is a powerful image based 3d reconstruction technique that has recently been used to obtain very high quality reconstructions. However, in its classic form, Photometric Stereo suffers from two main limitations: Firstly, one needs to obtain images of the 3d scene under multiple different illuminations. As a result the 3d scene needs to remain static during illumination changes...
متن کاملTowards 3D Model Reconstruction from Photometric Stereo
In this highly technological world, various methods have been developed for the purpose of recovering the shape of 3D objects from 2D images. In this paper, we introduce methods to combine a collection of range images, which is created by Photometric Stereo, into a single polygonal mesh completely describes an object. Experiments and analysis will be carried out to test the accuracy of our mode...
متن کاملNoniterative 3D Face Reconstruction Based on Photometric Stereo
3D face reconstruction is a popular area within the computer vision domain. 3D face reconstruction should ideally be achieved easily and cost-effectively, without requiring specialized equipment to estimate 3D shapes. As a result of this, many techniques for retrieving 3D shapes from 2D images have been proposed. In this paper, a novel method for 3D face reconstruction based on photometric ster...
متن کامل3D Reconstruction of Interreflection-affected Surface Concavities using Photometric Stereo
Image-based reconstruction of 3D shapes is inherently biased under the occurrence of interreflections, since the observed intensity at surface concavities consists of direct and global illumination components. This issue is commonly not considered in a Photometric Stereo (PS) framework. Under the usual assumption of only direct reflections, this corrupts the normal estimation process in concave...
متن کامل3D Reconstruction Using Shape from Photometric Stereo and Contours
In this work, we further discuss an approach to 3D shape recovery by combining photometric stereo and shape from contours methods. Surfaces recovered by photometric stereo are aligned, adjusted and merged according to a preliminary 3D model obtained by shape from contours. Comparisons are conducted to evaluate the performances of different methods. It has been found that the proposed combinatio...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: Wuhan University Journal of Natural Sciences
سال: 2022
ISSN: ['1007-1202', '1993-4998']
DOI: https://doi.org/10.1051/wujns/2022276550