Seal Integrity in Sterile Barrier Packaging

Dataset containing 1200 images of Sterile Packaging of size (3008, 4110, 3), where 420 images contain defects and associated mask files. This dataset was used to support publication: "Automatic Inspecting of Seal Integrity in Sterile Barrier Packaging: a Deep Learning Approach". Trained models against this dataset can be found on: - No Augmentation: 10.5281/zenodo.7858060 - Augmentation: 10.5281/zenodo.7858003 File descriptions: - DS1.zip: Images and masks for the full dataset. - Full-50.zip: Information for sub-split "Full-50". Files: ds_info.json, Tesnting.csv, TrainingXVal.csv - Partial-50.zip: Information for sub-split "Partial-50". Files: ds_info.json, Tesnting.csv, TrainingXVal.csv - Partial-40.zip: Information for sub-split "Partial-40". Files: ds_info.json, Tesnting.csv, TrainingXVal.csv - Partial-30.zip: Information for sub-split "Partial-30". Files: ds_info.json, Tesnting.csv, TrainingXVal.csv - Partial-20.zip: Information for sub-split "Partial-20". Files: ds_info.json, Tesnting.csv, TrainingXVal.csv - Partial-10.zip: Information for sub-split "Partial-10". Files: ds_info.json, Tesnting.csv, TrainingXVal.csv - Partial-05.zip: Information for sub-split "Partial-05". Files: ds_info.json, Tesnting.csv, TrainingXVal.csv - Partial-01.zip: Information for sub-split "Partial-01". Files: ds_info.json, Tesnting.csv, TrainingXVal.csv本数据集包含1200张无菌包装（Sterile Packaging）图像，图像尺寸为(3008, 4110, 3)，其中420张图像带有缺陷及对应的掩码文件（mask files）。本数据集用于支撑论文"Automatic Inspecting of Seal Integrity in Sterile Barrier Packaging: a Deep Learning Approach"的发表。基于本数据集训练得到的模型可在以下链接获取： - 未增强版本：10.5281/zenodo.7858060 - 增强版本：10.5281/zenodo.7858003 文件说明如下： - DS1.zip：完整数据集的图像及掩码文件 - Full-50.zip："Full-50"子数据集划分的相关信息，包含文件：ds_info.json、Tesnting.csv、TrainingXVal.csv - Partial-50.zip："Partial-50"子数据集划分的相关信息，包含文件：ds_info.json、Tesnting.csv、TrainingXVal.csv - Partial-40.zip："Partial-40"子数据集划分的相关信息，包含文件：ds_info.json、Tesnting.csv、TrainingXVal.csv - Partial-30.zip："Partial-30"子数据集划分的相关信息，包含文件：ds_info.json、Tesnting.csv、TrainingXVal.csv - Partial-20.zip："Partial-20"子数据集划分的相关信息，包含文件：ds_info.json、Tesnting.csv、TrainingXVal.csv - Partial-10.zip："Partial-10"子数据集划分的相关信息，包含文件：ds_info.json、Tesnting.csv、TrainingXVal.csv - Partial-05.zip："Partial-05"子数据集划分的相关信息，包含文件：ds_info.json、Tesnting.csv、TrainingXVal.csv - Partial-01.zip："Partial-01"子数据集划分的相关信息，包含文件：ds_info.json、Tesnting.csv、TrainingXVal.csv