The defect images in the PCB defect dataset. حسب Shiwei Yu (6060308)

"…This paper proposes a lightweight PCB defect detection algorithm based on YOLO. To address the problem of large numbers of parameters and calculations, GhostNet are used in Backbone to keep the model lightweight. …"

The detection results of our model. حسب Shiwei Yu (6060308)

"…This paper proposes a lightweight PCB defect detection algorithm based on YOLO. To address the problem of large numbers of parameters and calculations, GhostNet are used in Backbone to keep the model lightweight. …"

The structure of the SIIM module. حسب Yanfeng Tian (14304891)

"…To address these challenges and achieve a more accurate inspection system, this manuscript introduces an insulator defect detection algorithm tailored for the low-quality images collected by drone-based imaging systems. …"

Comparison of different methods in CPLID dataset. حسب Yanfeng Tian (14304891)

"…To address these challenges and achieve a more accurate inspection system, this manuscript introduces an insulator defect detection algorithm tailored for the low-quality images collected by drone-based imaging systems. …"

The structure of the FCM module. حسب Yanfeng Tian (14304891)

"…To address these challenges and achieve a more accurate inspection system, this manuscript introduces an insulator defect detection algorithm tailored for the low-quality images collected by drone-based imaging systems. …"

The detection results of different methods. حسب Yanfeng Tian (14304891)

"…To address these challenges and achieve a more accurate inspection system, this manuscript introduces an insulator defect detection algorithm tailored for the low-quality images collected by drone-based imaging systems. …"

Comparison of different methods in SFID. حسب Yanfeng Tian (14304891)

"…To address these challenges and achieve a more accurate inspection system, this manuscript introduces an insulator defect detection algorithm tailored for the low-quality images collected by drone-based imaging systems. …"

Structure of insulator detection transformer. حسب Yanfeng Tian (14304891)

"…To address these challenges and achieve a more accurate inspection system, this manuscript introduces an insulator defect detection algorithm tailored for the low-quality images collected by drone-based imaging systems. …"

Comparison of three models. حسب Yanfeng Tian (14304891)

"…To address these challenges and achieve a more accurate inspection system, this manuscript introduces an insulator defect detection algorithm tailored for the low-quality images collected by drone-based imaging systems. …"

Influence of each component. حسب Yanfeng Tian (14304891)

"…To address these challenges and achieve a more accurate inspection system, this manuscript introduces an insulator defect detection algorithm tailored for the low-quality images collected by drone-based imaging systems. …"

Results of the UPID dataset. حسب Yanfeng Tian (14304891)

"…To address these challenges and achieve a more accurate inspection system, this manuscript introduces an insulator defect detection algorithm tailored for the low-quality images collected by drone-based imaging systems. …"

IDD-DETR model structure diagram. حسب Yanfeng Tian (14304891)

"…To address these challenges and achieve a more accurate inspection system, this manuscript introduces an insulator defect detection algorithm tailored for the low-quality images collected by drone-based imaging systems. …"

Comparison on PSNR and SSIM metrics. حسب Yanfeng Tian (14304891)

"…To address these challenges and achieve a more accurate inspection system, this manuscript introduces an insulator defect detection algorithm tailored for the low-quality images collected by drone-based imaging systems. …"

Experimental environment configuration. حسب Yanfeng Tian (14304891)

"…To address these challenges and achieve a more accurate inspection system, this manuscript introduces an insulator defect detection algorithm tailored for the low-quality images collected by drone-based imaging systems. …"

Diagram of the MogaNet model. حسب Wei Niu (16044)

"…To solve these problems, this study proposes a novel magnetic tile defect detection algorithm called YOLO-RDM. First, we apply DOConv to the neck network. …"

Visualization results. حسب Wei Niu (16044)

"…To solve these problems, this study proposes a novel magnetic tile defect detection algorithm called YOLO-RDM. First, we apply DOConv to the neck network. …"

Statistical effect values of different models. حسب Wei Niu (16044)

"…To solve these problems, this study proposes a novel magnetic tile defect detection algorithm called YOLO-RDM. First, we apply DOConv to the neck network. …"

Parameters of each model of YOLOv8 series. حسب Wei Niu (16044)

"…To solve these problems, this study proposes a novel magnetic tile defect detection algorithm called YOLO-RDM. First, we apply DOConv to the neck network. …"

Example of data enhancement. حسب Wei Niu (16044)

"…To solve these problems, this study proposes a novel magnetic tile defect detection algorithm called YOLO-RDM. First, we apply DOConv to the neck network. …"

Detailed structure of YOLO-RDM. حسب Wei Niu (16044)

"…To solve these problems, this study proposes a novel magnetic tile defect detection algorithm called YOLO-RDM. First, we apply DOConv to the neck network. …"