Automatic Classification of Defective Photovoltaic Module Cells in Electroluminescence Images

8 July 2018

Vincent Christlein

Papers citing "Automatic Classification of Defective Photovoltaic Module Cells in Electroluminescence Images"

35 / 35 papers shown

Title
Distribution Prototype Diffusion Learning for Open-set Supervised Anomaly Detection Fuyun Wang Tong Zhang Yuanzhi Wang Yide Qiu Xin Liu Xu Guo Zhen Cui DiffM 44 0 0 28 Feb 2025
Fine-grained Abnormality Prompt Learning for Zero-shot Anomaly Detection Jiawen Zhu Yew-Soon Ong Chunhua Shen Guansong Pang 39 1 0 14 Oct 2024
A Comprehensive Case Study on the Performance of Machine Learning Methods on the Classification of Solar Panel Electroluminescence Images Xinyi Song K. Odongo Francis G. Pascual Yili Hong 23 0 0 12 Aug 2024
Qsco: A Quantum Scoring Module for Open-set Supervised Anomaly Detection Yifeng Peng Xinyi Li Zhiding Liang Ying Wang 44 0 0 25 May 2024
PV-S3: Advancing Automatic Photovoltaic Defect Detection using Semi-Supervised Semantic Segmentation of Electroluminescence Images Abhishek Jha Yogesh S Rawat Shruti Vyas 48 1 0 21 Apr 2024
Toward Generalist Anomaly Detection via In-context Residual Learning with Few-shot Sample Prompts Jiawen Zhu Guansong Pang VLM 61 35 0 11 Mar 2024
Micro-Fracture Detection in Photovoltaic Cells with Hardware-Constrained Devices and Computer Vision Booy Vitas Faassen Jorge Serrano P. Rosero-Montalvo 18 0 0 08 Mar 2024
A Large-scale Evaluation of Pretraining Paradigms for the Detection of Defects in Electroluminescence Solar Cell Images David Torpey Lawrence Pratt Richard Klein 32 0 0 27 Feb 2024
Anomaly Heterogeneity Learning for Open-set Supervised Anomaly Detection Jiawen Zhu Choubo Ding Yu Tian Guansong Pang 48 12 0 19 Oct 2023
SaliencyCut: Augmenting Plausible Anomalies for Anomaly Detection Jianan Ye Yijie Hu Xi Yang Qiufeng Wang Chao Huang Kaizhu Huang 25 5 0 14 Jun 2023
Scalable Concept Extraction in Industry 4.0 Andres Felipe Posada-Moreno K. Müller Florian Brillowski Friedrich Solowjow T. Gries Sebastian Trimpe 21 2 0 06 Jun 2023
A lightweight network for photovoltaic cell defect detection in electroluminescence images based on neural architecture search and knowledge distillation Jinxia Zhang Xinyi Chen Haikun Wei Kanjian Zhang 11 37 0 15 Feb 2023
A scalable framework for annotating photovoltaic cell defects in electroluminescence images Urtzi Otamendi Iñigo Martinez Igor García Olaizola M. Quartulli 30 9 0 15 Dec 2022
Semi-supervised binary classification with latent distance learning Imam Mustafa Kamal Hyerim Bae SSL 22 3 0 28 Nov 2022
MIAD: A Maintenance Inspection Dataset for Unsupervised Anomaly Detection Tianpeng Bao Jiadong Chen Wei Li Xiang Wang Jingjing Fei Liwei Wu Rui Zhao Ye Zheng 21 20 0 25 Nov 2022
Anomaly segmentation model for defects detection in electroluminescence images of heterojunction solar cells A. Korovin Artem I. Vasilyev Fedor Egorov D. Saykin E. Terukov Igor Shakhray L. Zhukov S. Budennyy 24 2 0 11 Aug 2022
Explicit Boundary Guided Semi-Push-Pull Contrastive Learning for Supervised Anomaly Detection Xincheng Yao Ruoqing Li Jing Zhang Jun Sun Chongyang Zhang 26 64 0 04 Jul 2022
CellDefectNet: A Machine-designed Attention Condenser Network for Electroluminescence-based Photovoltaic Cell Defect Inspection Carol Xu M. Famouri Gautam Bathla Saeejith Nair M. Shafiee Alexander Wong 19 4 0 25 Apr 2022
A Survey on Unsupervised Anomaly Detection Algorithms for Industrial Images Yajie Cui Zhaoxiang Liu Kai Wang OOD DRL 44 43 0 24 Apr 2022
Catching Both Gray and Black Swans: Open-set Supervised Anomaly Detection Choubo Ding Guansong Pang Chunhua Shen OOD 24 112 0 28 Mar 2022
The Poisson Multinomial Distribution and Its Applications in Voting Theory, Ecological Inference, and Machine Learning Zhengzhi Lin Yueyao Wang Yili Hong 9 5 0 11 Jan 2022
A Multi-Stage model based on YOLOv3 for defect detection in PV panels based on IR and Visible Imaging by Unmanned Aerial Vehicle Antonio Di Tommaso Alessandro Betti G. Fontanelli B. Michelozzi 19 79 0 23 Nov 2021
Application of the Singular Spectrum Analysis on electroluminescence images of thin-film photovoltaic modules E. Sovetkin B. Pieters 19 0 0 09 Sep 2021
Module-Power Prediction from PL Measurements using Deep Learning M. Hoffmann J. Hepp Bernd Doll C. Buerhop‐Lutz I. M. Peters Christoph J. Brabec Andreas Maier Vincent Christlein 6 2 0 31 Aug 2021
Explainable Deep Few-shot Anomaly Detection with Deviation Networks Guansong Pang Choubo Ding Chunhua Shen Anton Van Den Hengel 27 86 0 01 Aug 2021
Segmentation of cell-level anomalies in electroluminescence images of photovoltaic modules Urtzi Otamendi Iñigo Martinez M. Quartulli Igor García Olaizola E. Viles W. Cambarau 29 48 0 21 Jun 2021
Anomaly detection and automatic labeling for solar cell quality inspection based on Generative Adversarial Network Julen Balzategui Luka Eciolaza Daniel Maestro-Watson 25 26 0 05 Mar 2021
Industrial object, machine part and defect recognition towards fully automated industrial monitoring employing deep learning. The case of multilevel VGG19 Ioannis D. Apostolopoulos Mpesiana A. Tzani 22 30 0 23 Nov 2020
Joint Super-Resolution and Rectification for Solar Cell Inspection M. Hoffmann Thomas Köhler Bernd Doll Frank Schebesch F. Talkenberg I. M. Peters Christoph J. Brabec Andreas Maier Vincent Christlein 17 0 0 10 Nov 2020
Encoder-decoder semantic segmentation models for electroluminescence images of thin-film photovoltaic modules E. Sovetkin Elbert Jan Achterberg T. Weber B. Pieters 13 19 0 15 Oct 2020
Deep Learning-based Pipeline for Module Power Prediction from EL Measurements M. Hoffmann C. Buerhop‐Lutz Luca Reeb Tobias Pickel Thilo Winkler ... Tobias Würfl I. M. Peters Christoph J. Brabec Andreas Maier Vincent Christlein 8 2 0 30 Sep 2020
Weakly Supervised Segmentation of Cracks on Solar Cells using Normalized Lp Norm Martin Mayr M. Hoffmann Andreas Maier Vincent Christlein UQCV 19 48 0 30 Jan 2020
Fast and robust detection of solar modules in electroluminescence images M. Hoffmann Bernd Doll F. Talkenberg Christoph J. Brabec Andreas Maier Vincent Christlein 17 4 0 19 Jul 2019
Solar Cell Surface Defect Inspection Based on Multispectral Convolutional Neural Network Haiyong Chen Yue Pang Qidi Hu Kun Liu 10 157 0 15 Dec 2018
Segmentation of Photovoltaic Module Cells in Uncalibrated Electroluminescence Images S. Deitsch C. Buerhop‐Lutz E. Sovetkin A. Steland Andreas Maier F. Gallwitz Christian Riess 24 62 0 18 Jun 2018