Journal of the Society for Information Display最新文献

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High-Resolution Patterning via Electrohydrodynamic (EHD)-Jet Printing for Quantum Dot Light-Emitting Diodes 量子点发光二极管的电流体动力学(EHD)喷射打印高分辨率图案
IF 2.2 4区 工程技术
Journal of the Society for Information Display Pub Date : 2025-10-15 DOI: 10.1002/jsid.2108
Yohan Kim, Manuel Gensler, Jiyong Kim, Christine Boeffel, Benjamin Heyne, Chul Jong Han, Kyoungwon Park, Min Suk Oh, Simon Ogier, Dan Sharkey, Armin Wedel
{"title":"High-Resolution Patterning via Electrohydrodynamic (EHD)-Jet Printing for Quantum Dot Light-Emitting Diodes","authors":"Yohan Kim,&nbsp;Manuel Gensler,&nbsp;Jiyong Kim,&nbsp;Christine Boeffel,&nbsp;Benjamin Heyne,&nbsp;Chul Jong Han,&nbsp;Kyoungwon Park,&nbsp;Min Suk Oh,&nbsp;Simon Ogier,&nbsp;Dan Sharkey,&nbsp;Armin Wedel","doi":"10.1002/jsid.2108","DOIUrl":"https://doi.org/10.1002/jsid.2108","url":null,"abstract":"<p>High-resolution printing technology is crucial for electroluminescent (EL) quantum dot light-emitting diodes (QD-LEDs) to be used in high-end display applications such as AR/VR displays. This study successfully demonstrates the patterning of PEDOT:PSS, ZnO nanoparticles (NPs), and InP-based QD/organic nanohybrids using electrohydrodynamic (EHD)-jet printing, fabricating top-emitting green conventional or inverted QD-LEDs on a PEN flexible substrate. The integration of a hydrophobic pixel defining layer and continuous-jet modes in the EHD-jet printing system enhances the patterning processability, showcasing the EL of patterned conventional and inverted QD-LEDs. Especially, the EL spectrum of an inverted QD-LED exhibits a sharp green emission at a peak wavelength of 542 nm, with a full width at half maximum (FWHM) of 46 nm. This indicates that the uniform layers were achieved through EHD-jet printing and balanced charge carriers in the device, despite the active layer consisting of not only InP-based QDs but also n-type and/or p-type organic transport materials. This research opens up new possibilities for the utilization of EHD-jet printing in various QD-LED structures for commercially viable printed display applications.</p>","PeriodicalId":49979,"journal":{"name":"Journal of the Society for Information Display","volume":"33 11","pages":"1092-1102"},"PeriodicalIF":2.2,"publicationDate":"2025-10-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sid.onlinelibrary.wiley.com/doi/epdf/10.1002/jsid.2108","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145443117","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Time-Domain Analysis for Periodic and Aperiodic Display Flicker in Variable Refresh Rate Displays 可变刷新率显示器中周期性和非周期性闪烁的时域分析
IF 2.2 4区 工程技术
Journal of the Society for Information Display Pub Date : 2025-10-01 DOI: 10.1002/jsid.2107
Hyosun Kim, Hyungsuk Hwang, Youra Kim, Yongwoo Yi
{"title":"Time-Domain Analysis for Periodic and Aperiodic Display Flicker in Variable Refresh Rate Displays","authors":"Hyosun Kim,&nbsp;Hyungsuk Hwang,&nbsp;Youra Kim,&nbsp;Yongwoo Yi","doi":"10.1002/jsid.2107","DOIUrl":"https://doi.org/10.1002/jsid.2107","url":null,"abstract":"<p>State-of-the-art displays are emerging with a technology called variable refresh rate (VRR) that supports a wider range of refresh rates, both above and below 60 Hz. While VRR can reduce power consumption, it can cause flicker issues for users when the refresh rate is lowered below 60 Hz or when the refresh rate is changed even above 60 Hz. Since users can perceive both types of flicker as similar image artifacts, we developed the integrated flicker index to predict them. We introduced time-domain analysis using impulse response functions (IRFs) to capture the onset of aperiodic luminance fluctuations in the VRR waveform and interpret human response to these fluctuations. In addition, based on the previous studies that display characteristics (e.g., luminance and size) affect flicker experience, we need to incorporate both effects of brightness and size into IRF. For this purpose, we utilized the converted IRFs from the TCSF model, which can explain these two effects. To validate the integrated flicker index, we conducted three experiments: flicker when the refresh rate is reduced below 60 Hz flicker (Exp1 and 2) and VRR flicker when the refresh rate is changed (Exp3). The results demonstrate that IRF converted from the appropriate TCSF could offer a more accurate prediction of flicker experience of VRR displays.</p>","PeriodicalId":49979,"journal":{"name":"Journal of the Society for Information Display","volume":"33 11","pages":"1076-1091"},"PeriodicalIF":2.2,"publicationDate":"2025-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sid.onlinelibrary.wiley.com/doi/epdf/10.1002/jsid.2107","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145443087","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Printed Chip Interconnects for MicroLED Displays 用于微型led显示屏的印刷芯片互连
IF 2.2 4区 工程技术
Journal of the Society for Information Display Pub Date : 2025-09-28 DOI: 10.1002/jsid.2109
Kai Waldner, Holger Baur, Patrick Schalberger, Norbert Fruehauf, Emmanuel Fuchs, Prasanna Ramaswamy, Vincent Toomey, Sławomir Drozdek
{"title":"Printed Chip Interconnects for MicroLED Displays","authors":"Kai Waldner,&nbsp;Holger Baur,&nbsp;Patrick Schalberger,&nbsp;Norbert Fruehauf,&nbsp;Emmanuel Fuchs,&nbsp;Prasanna Ramaswamy,&nbsp;Vincent Toomey,&nbsp;Sławomir Drozdek","doi":"10.1002/jsid.2109","DOIUrl":"https://doi.org/10.1002/jsid.2109","url":null,"abstract":"<p>This paper presents a newly developed process for interconnecting microICs with microLEDs through ultra-precise dispensing of conductive silver-based paste. Special cleaning and surface energy modification processes have been introduced to achieve interconnects with a width of 5 μm and a minimum pitch of 20 μm. The developed technology is part of the EU funded project “Building Active matrix MicroLED displays By Additive Manufacturing” (BAMBAM), which develops unique manufacturing technologies for realizing microLED displays without TFT backplanes.</p>","PeriodicalId":49979,"journal":{"name":"Journal of the Society for Information Display","volume":"33 11","pages":"1068-1075"},"PeriodicalIF":2.2,"publicationDate":"2025-09-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sid.onlinelibrary.wiley.com/doi/epdf/10.1002/jsid.2109","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145443283","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Self-Supervised Anomaly Segmentation for Surface Defect Inspection in Display Panels 显示面板表面缺陷检测的自监督异常分割
IF 2.2 4区 工程技术
Journal of the Society for Information Display Pub Date : 2025-09-13 DOI: 10.1002/jsid.2106
Jou-Won Song, Kyeongbo Kong, Ye-In Park, Seong-Gyun Kim, Suk-Ju Kang
{"title":"Self-Supervised Anomaly Segmentation for Surface Defect Inspection in Display Panels","authors":"Jou-Won Song,&nbsp;Kyeongbo Kong,&nbsp;Ye-In Park,&nbsp;Seong-Gyun Kim,&nbsp;Suk-Ju Kang","doi":"10.1002/jsid.2106","DOIUrl":"https://doi.org/10.1002/jsid.2106","url":null,"abstract":"<div>\u0000 \u0000 <p>Accurate segmentation of surface defects is essential for automated inspection in modern display panel manufacturing. Although recent studies have primarily focused on image-level anomaly detection, pixel-level anomaly segmentation remains underexplored due to the lack of annotated defect data. In this paper, we propose <i>AnoSeg</i>, a novel anomaly segmentation framework designed to directly generate accurate anomaly maps without requiring real defective samples. AnoSeg integrates three key techniques: (1) a hard augmentation strategy for synthesizing defect-like anomalies from normal images, (2) self-supervised learning with combined pixel-wise and adversarial losses to enhance segmentation quality, and (3) coordinate channel concatenation to incorporate spatial priors relevant to defect localization in structured panel layouts. By training on only normal and synthetically augmented data, AnoSeg learns to segment anomalous regions robustly and generalizes well to unseen defects. Additionally, the resulting anomaly maps can be leveraged to improve conventional anomaly detection performance. Experimental results on the MVTec Anomaly Detection (MVTec-AD) benchmark demonstrate that AnoSeg outperforms existing state-of-the-art methods in both segmentation accuracy and detection performance, as measured by intersection over union (IoU) and AUROC metrics. These results suggest the practical applicability of AnoSeg for high-precision surface inspection in intelligent display manufacturing systems.</p>\u0000 </div>","PeriodicalId":49979,"journal":{"name":"Journal of the Society for Information Display","volume":"33 11","pages":"1059-1067"},"PeriodicalIF":2.2,"publicationDate":"2025-09-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145442936","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Designing Manufacturing Process for Oxide Thin-Film Transistors Based on End-to-End Graph Convolutional Networks Model 基于端到端图卷积网络模型的氧化薄膜晶体管制造工艺设计
IF 2.2 4区 工程技术
Journal of the Society for Information Display Pub Date : 2025-09-05 DOI: 10.1002/jsid.2104
Zengyi Peng, Min Li, Hua Xu, Miao Xu, Lei Wang, Weijing Wu, Junbiao Peng, Zhuliang Yu
{"title":"Designing Manufacturing Process for Oxide Thin-Film Transistors Based on End-to-End Graph Convolutional Networks Model","authors":"Zengyi Peng,&nbsp;Min Li,&nbsp;Hua Xu,&nbsp;Miao Xu,&nbsp;Lei Wang,&nbsp;Weijing Wu,&nbsp;Junbiao Peng,&nbsp;Zhuliang Yu","doi":"10.1002/jsid.2104","DOIUrl":"https://doi.org/10.1002/jsid.2104","url":null,"abstract":"<div>\u0000 \u0000 <p>Large-area, high-resolution organic light-emitting diode (OLED) displays require high-performance oxide thin-film transistors (TFTs) with excellent mobility and stability, as well as little threshold voltage shift, especially for G8.5+ OLED production lines. Our previous work demonstrated rare-earth doped oxides are ideal channel layer materials for TFTs due to their superior mobility and stability. However, scaling up TFT production from pilot lines to mass manufacturing poses significant challenges, largely because of the complexity of multi-element composite materials and intricate processes. In this study, an end-to-end graph convolutional network (GCN) model is employed to optimize TFT production processes. By encoding process parameters as graph nodes and features, the GCN effectively predicts critical drain current–gate voltage (I–V) characteristics, enabling precise calculation of electron mobility, subthreshold slope, and threshold voltage. The model achieves a mean absolute percentage error of 19.9% on validation data. Based on the optimized parameters, a TFT device with properties including a mobility of 37.8 cm<sup>2</sup>/Vs, a threshold voltage of 0.9 V, and a subthreshold slope of 0.62 V/dec was successfully produced. These results highlight the potential of GCN-based models to address the complexities of TFT mass production, providing a powerful tool for process optimization and performance enhancement.</p>\u0000 </div>","PeriodicalId":49979,"journal":{"name":"Journal of the Society for Information Display","volume":"33 10","pages":"1046-1052"},"PeriodicalIF":2.2,"publicationDate":"2025-09-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145230773","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
SPICE Modeling of GaN MicroLEDs for Optical Communication 用于光通信的GaN微led的SPICE建模
IF 2.2 4区 工程技术
Journal of the Society for Information Display Pub Date : 2025-09-02 DOI: 10.1002/jsid.2105
Sultan El Badaoui, Patrick Le Maitre, Anthony Cibié, Julia Simon, Aurélien Lardeau-Falcy, Jeremy Bilde, Louwenn Cherruault, Manon Arch, Michael Pelissier, Yannis Le Guennec
{"title":"SPICE Modeling of GaN MicroLEDs for Optical Communication","authors":"Sultan El Badaoui,&nbsp;Patrick Le Maitre,&nbsp;Anthony Cibié,&nbsp;Julia Simon,&nbsp;Aurélien Lardeau-Falcy,&nbsp;Jeremy Bilde,&nbsp;Louwenn Cherruault,&nbsp;Manon Arch,&nbsp;Michael Pelissier,&nbsp;Yannis Le Guennec","doi":"10.1002/jsid.2105","DOIUrl":"https://doi.org/10.1002/jsid.2105","url":null,"abstract":"<p>With the rapid expansion of data centers, there is a growing demand for high data-rate, energy-efficient optical links over short distances. One potential technology for this application is Gallium-Nitride (GaN) based microlight emitting diodes (μLEDs), thanks to their compact size, high-speed operation, and ease of manufacturability. During the development of these μLEDs, modeling plays an essential role in optimizing their performance. In this paper, we present various models to estimate both the static and dynamic performance of GaN μLEDs of various sizes. We then propose a methodology to integrate these models into a unified equivalent circuit model, enabling the simulation of the full response of the μLED. Finally, we implement this unified model in a circuit-simulation-compatible module and replicate the experimental setups within a simulation software to evaluate the module's ability to accurately simulate the μLED's response.</p>","PeriodicalId":49979,"journal":{"name":"Journal of the Society for Information Display","volume":"33 10","pages":"1030-1045"},"PeriodicalIF":2.2,"publicationDate":"2025-09-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sid.onlinelibrary.wiley.com/doi/epdf/10.1002/jsid.2105","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145230799","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Narrower Emission Spectra From Multicolor InGaN Quantum Wells Monolithically Integrated on Polyhedral-Shaped GaN Templates 多色GaN量子阱在多面体GaN模板上的窄发射光谱研究
IF 2.2 4区 工程技术
Journal of the Society for Information Display Pub Date : 2025-08-27 DOI: 10.1002/jsid.2103
Yoshinobu Matsuda, Mitsuru Funato, Yoichi Kawakami
{"title":"Narrower Emission Spectra From Multicolor InGaN Quantum Wells Monolithically Integrated on Polyhedral-Shaped GaN Templates","authors":"Yoshinobu Matsuda,&nbsp;Mitsuru Funato,&nbsp;Yoichi Kawakami","doi":"10.1002/jsid.2103","DOIUrl":"https://doi.org/10.1002/jsid.2103","url":null,"abstract":"<div>\u0000 \u0000 <p>InGaN-based quantum wells (QWs) integrated on arbitrary-shaped 3D GaN templates are promising light sources for ultra-high-resolution micro-LED displays. In this paper, we first demonstrate that the emissions from InGaN QWs on polyhedral-shaped GaN templates are broader than those from planar QWs. Microscopic observations by scanning electron microscopy and cathodoluminescence spectroscopy reveal that the broad emission is due to surface undulations formed during the crystal regrowth of the QW regions on the GaN templates. To suppress the formation of undulations, we subject 3D GaN templates to chemical mechanical polishing before the regrowth. This method successfully reduces the emission spectral width by \u0000<span></span><math>\u0000 <mo>∼</mo></math>20% and can be a standard process for the growth integration of multicolor micro-LEDs.</p>\u0000 </div>","PeriodicalId":49979,"journal":{"name":"Journal of the Society for Information Display","volume":"33 10","pages":"1023-1029"},"PeriodicalIF":2.2,"publicationDate":"2025-08-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145230834","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A Novel LED Spherical Visual Display System and Its Geometric Calibration Method 一种新型LED球形视觉显示系统及其几何标定方法
IF 2.2 4区 工程技术
Journal of the Society for Information Display Pub Date : 2025-07-29 DOI: 10.1002/jsid.2102
Yi-Xiong Zeng, Bo Xu, Kun Qiu
{"title":"A Novel LED Spherical Visual Display System and Its Geometric Calibration Method","authors":"Yi-Xiong Zeng,&nbsp;Bo Xu,&nbsp;Kun Qiu","doi":"10.1002/jsid.2102","DOIUrl":"https://doi.org/10.1002/jsid.2102","url":null,"abstract":"<div>\u0000 \u0000 <p>Visual display systems are widely utilized in simulation training systems due to their ability to provide users with realistic visual representations. To achieve a more immersive display experience, these systems typically expand the field of view by combining multiple display devices. This paper proposes a novel spherical dome display system based on LED technology, designed to achieve a full-field, high-definition spherical display. The study focuses on the display driving mechanism of the dome, introducing a channel segmentation method to enable efficient driving. To address the geometric distortion that occurs when planar images are projected onto a spherical surface, a targeted geometric correction method is proposed. The theoretical principles and correction process are explained in detail. Through algorithm simulations and experimental validation, the proposed channel segmentation and geometric correction methods effectively reduce the number of driving channels required for the LED spherical display, decrease image processing complexity, and simplify hardware implementation. The corrected images are free from distortion and deformation, with smooth, misalignment-free transitions between channels. These methods ensure the proper functionality of the proposed LED spherical display, thereby supporting its widespread application.</p>\u0000 </div>","PeriodicalId":49979,"journal":{"name":"Journal of the Society for Information Display","volume":"33 10","pages":"1013-1022"},"PeriodicalIF":2.2,"publicationDate":"2025-07-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145230855","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A Multi-Stage Reset Driving Scheme Based on the Sawtooth Function for Suppressing Oil Splitting of Electrowetting Displays 一种基于锯齿函数抑制电润湿显示器油分裂的多级复位驱动方案
IF 2.2 4区 工程技术
Journal of the Society for Information Display Pub Date : 2025-07-19 DOI: 10.1002/jsid.2101
Hongwei Jiang, Zhengxing Long, Qianru Chen, Zichuan Yi, Dan Wang, Biao Tang, Dong Yuan, Qinghua Zhong, Guofu Zhou
{"title":"A Multi-Stage Reset Driving Scheme Based on the Sawtooth Function for Suppressing Oil Splitting of Electrowetting Displays","authors":"Hongwei Jiang,&nbsp;Zhengxing Long,&nbsp;Qianru Chen,&nbsp;Zichuan Yi,&nbsp;Dan Wang,&nbsp;Biao Tang,&nbsp;Dong Yuan,&nbsp;Qinghua Zhong,&nbsp;Guofu Zhou","doi":"10.1002/jsid.2101","DOIUrl":"10.1002/jsid.2101","url":null,"abstract":"<div>\u0000 \u0000 <p>Electrowetting display (EWD) is a new reflective “paper-like” display technology based on fast response microfluidic manipulation technology. It has the advantages of low energy consumption, visual health, and flexibility. However, EWDs are often plagued by oil splitting phenomena and charge trapping effects during a driving process, seriously affecting their display performance. Therefore, a new multi-stage reset driving scheme based on a sawtooth function was proposed, which could effectively solve these defects. It consisted of a shrinking stage and a stabilizing stage. First, the proposed driving scheme was driven by a negative voltage by analyzing the voltage characteristic curve. Second, based on the splitting theory, an exponential function was applied to make the pixel's oil rupture quickly. Then, a sawtooth function was applied to enable oil to achieve secondary fusion during the cyclic driving process, effectively reducing the dispersed residual oil in pixels. Finally, a reset signal was introduced to release captured charges and suppress oil backflow. Experimental results showed that the response time was reduced by 25% compared with the exponential function driving scheme. Compared with the negative PWM pulse modulation driving scheme, the average brightness was improved by 9.5%.</p>\u0000 </div>","PeriodicalId":49979,"journal":{"name":"Journal of the Society for Information Display","volume":"33 9","pages":"993-1005"},"PeriodicalIF":2.2,"publicationDate":"2025-07-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144935382","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Research and Application of Lightweight Network Architecture for Real-Time Detection of TFT-LCD Display Defects TFT-LCD显示缺陷实时检测的轻量级网络架构研究与应用
IF 2.2 4区 工程技术
Journal of the Society for Information Display Pub Date : 2025-07-16 DOI: 10.1002/jsid.2099
Mingfang Chen, Xiangfei Kong, Sen Wang, Yongxia Zhang
{"title":"Research and Application of Lightweight Network Architecture for Real-Time Detection of TFT-LCD Display Defects","authors":"Mingfang Chen,&nbsp;Xiangfei Kong,&nbsp;Sen Wang,&nbsp;Yongxia Zhang","doi":"10.1002/jsid.2099","DOIUrl":"10.1002/jsid.2099","url":null,"abstract":"<div>\u0000 \u0000 <p>The mura defects of thin-film transistor liquid crystal display (TFT-LCD) panels exhibit characteristics of low contrast and random positioning, resulting in issues such as low accuracy in defect identification and poor user experience. This paper proposes a lightweight YOLO-SPPAM network. Based on the spatial pyramid pooling (SPP) module belonging to YOLOX, the newly constructed spatial pyramid pooling attention (SPPA) module allows the network to focus on salient target regions, enhancing the model's ability to perceive crucial features. This paper introduces augmentable convolutional block attention module (ACBAM) to obtain parallel dual-channel attention by parallel processing of channel attention and spatial attention. The paper replaces ordinary convolutions in down sampling with fine-grained separable convolution module (FGSCM). Qualitative and quantitative comparison experiments with state-of-the-art algorithms on a self-made TFT-LCD mura defects dataset demonstrate that YOLO-SPPAM outperforms in terms of accuracy and speed, meeting the real-time requirements of TFT-LCD defect detection tasks.</p>\u0000 </div>","PeriodicalId":49979,"journal":{"name":"Journal of the Society for Information Display","volume":"33 9","pages":"977-992"},"PeriodicalIF":2.2,"publicationDate":"2025-07-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144935377","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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