Pei-Ju Chiang’s research while affiliated with National Cheng Kung University and other places

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Publications (5)


Analysis and Solutions to Reconstruction Errors Caused by Different Aspect Ratios in Structured Light System
  • Conference Paper

July 2024

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5 Reads

Po-Ying Chiu

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Chang-Hao Lin

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Pei-Ju Chiang

Arbitrary light reflection model proposed by Nayer [22].
(a) Conventional gray code contains low-frequency and high-frequency fringes and is susceptible to short-range and long-range effects; (b) large gap gray code (LGGC) [25] can be effective in mitigating the interreflection and out-of-focus problem.
Camera saturation and blooming affect fringe quality in structured light systems.
Identification of oversaturated areas ${O_n}$ that cause camera blooming: (a) obtain the minimum energy map ${P^{min}}$ from the fringe image P and the inverse fringe image ${P^c}$ , (b) apply an averaging filter of size 7 ${\times} $ 7 to the minimum intensity map ${P^{min}}$ and compute the average intensity map ${\bar{P}_{min}}$ , (c) set the averaging threshold ${T_{Avg}}$ to 250 and roughly locate the oversaturated areas ${O_n}\; $ that cause camera blooming, (d) perform UNION calculation on $\tilde{R}_n^m$ detected in each bit at the n-th exposure time.
After finding the oversaturated area ${O_n}$ in the image, the decoding results are used to find the projector pixels that cause the camera to be oversaturated.

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Suppressing blooming interference in structured light systems by adaptively reducing camera oversaturated energy
  • Article
  • Full-text available

December 2023

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67 Reads

Structured light systems often suffer interference of the fringes by blooming when scanning metal objects. Unfortunately, this problem cannot be reliably solved using conventional methods such as the high dynamic range (HDR) method or adaptive projection technique. Therefore, this study proposes a method to adaptively suppress the oversaturated areas that cause blooming as the exposure time increases and then fuse the multi-exposure time decoding results using a decoding inheritance method. The experimental results demonstrate that the proposed method provides a more effective suppression of blooming interference than existing methods.

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Active Stereo Vision System with Rotated Structured Light Patterns and Two-Step Denoising Process for Improved Spatial Resolution

May 2022

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39 Reads

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13 Citations

Optics and Lasers in Engineering

Three-dimensional (3D) scanning systems are widely used nowadays for multiple applications. If the object is too large, it is a challenge to provide the detailed characteristics of the scanned object. Improving the spatial resolution of the scanning process is essential in improving the quality of the reconstruction results. Accordingly, this study has proposed an active stereo vision system for improving the spatial resolution. It is well known that the reconstruction quality of stereo vision systems is severely impaired for objects with limited features on their surfaces, thereby, in the present study, an active stereo vision system is proposed in which stripe patterns are projected onto the object surface with various rotation angles in order to facilitate a more accurate and complete detection of the matching points. Notably, the point clouds obtained by the projected patterns at each rotation angle are formed within the same world coordinate system. As a result, the final reconstructed 3D object can be obtained by merging sets of point clouds directly without the need for a prior registration process. In practice, the quality of the reconstruction results obtained by stereo vision systems is commonly degraded by the effects of noise. Therefore, this study also proposes a two-step (multi-decoding pattern and Epipolar line) method for removing the incorrect matching points and improving the reconstruction results accordingly. The performance of the proposed reconstruction system is evaluated experimentally and compared with that of a general active stereo vision system. The experimental results show that the active stereo vision system presented in the present study provides a low-cost, convenient and effective approach for performing the reconstruction of 3D objects with high spatial resolution.

Citations (2)


... processing; by optimizing the matching process, e®ectively eliminating mismatches and enhancing adaptability to illumination changes, the overall detection speed of the algorithm remains stable, even surpassing the original version under certain conditions. 24 The algorithm in this paper greatly improves the accuracy of highly re°ective surface defect detection, while maintaining e±cient computational performance, and becomes an ideal choice for complex surface detection. The perceived hash error analysis at di®erent noise levels is shown in Table 2. ...

Reference:

Robust Defect Detection Algorithm for Highly Reflective Surfaces Using SIFT Feature Points and Perceptual Hashing
Improved structured light system based on generative adversarial networks for highly-reflective surface measurement
  • Citing Article
  • December 2023

Optics and Lasers in Engineering

... The authors also developed a hand tracking system to capture real-time hand movements and reconstruct them in three dimensions. PJ Chiang et al. 7 researchers installed a camera and laser projector on the robot. The laser is projected on the work-piece, and by extracting the center point of the laser line and matching it with the corresponding point using the epipolar geometric relationship, the reconstruction is completed. ...

Active Stereo Vision System with Rotated Structured Light Patterns and Two-Step Denoising Process for Improved Spatial Resolution
  • Citing Article
  • May 2022

Optics and Lasers in Engineering