TY - GEN
T1 - OPG-SHAP
T2 - 2024 International Technical Conference on Circuits/Systems, Computers, and Communications, ITC-CSCC 2024
AU - Hirunchavarod, Natthanich
AU - Dangsungnoen, Lapatrada
AU - Thongprasant, Kwansawan
AU - Phuphatham, Pornnakanok
AU - Prathansap, Narawit
AU - Sributsayakarn, Natnicha
AU - Pornprasertsuk-Damrongsri, Suchaya
AU - Jirarattanasopha, Varangkanar
AU - Intharah, Thanapong
N1 - Publisher Copyright:
© 2024 IEEE.
PY - 2024
Y1 - 2024
N2 - We propose OPG-SHAP, a tool for extracting insight of the trained deep learning model for an Orthopantomograms (OPGs). The tool allows user to understand the areas that influence the model's predictions through SHAP (SHapley Additive exPlanations) interpretability. The tool automatically identify the regions within the OPG image that influence the model's decision-making through YOLO-based object detection model that trained to detect over 20 classes of dental region in OPGs with an AverageIoU = 0.795, mAP = 0.989, Precision = 0.986, Recall = 0.987, and F1 score = 0.986. When a user inputs an OPG image and model into the OPG-SHAP tool, the output highlights the positions the model considers important for its decision, indicated by positive and negative SHAP values.
AB - We propose OPG-SHAP, a tool for extracting insight of the trained deep learning model for an Orthopantomograms (OPGs). The tool allows user to understand the areas that influence the model's predictions through SHAP (SHapley Additive exPlanations) interpretability. The tool automatically identify the regions within the OPG image that influence the model's decision-making through YOLO-based object detection model that trained to detect over 20 classes of dental region in OPGs with an AverageIoU = 0.795, mAP = 0.989, Precision = 0.986, Recall = 0.987, and F1 score = 0.986. When a user inputs an OPG image and model into the OPG-SHAP tool, the output highlights the positions the model considers important for its decision, indicated by positive and negative SHAP values.
KW - Dental Tool
KW - Explainable AI
KW - Orthopantomograms
KW - Panoramic X-ray Image
KW - SHAP
UR - http://www.scopus.com/inward/record.url?scp=85203604359&partnerID=8YFLogxK
U2 - 10.1109/ITC-CSCC62988.2024.10628217
DO - 10.1109/ITC-CSCC62988.2024.10628217
M3 - Conference contribution
AN - SCOPUS:85203604359
T3 - 2024 International Technical Conference on Circuits/Systems, Computers, and Communications, ITC-CSCC 2024
BT - 2024 International Technical Conference on Circuits/Systems, Computers, and Communications, ITC-CSCC 2024
PB - Institute of Electrical and Electronics Engineers Inc.
Y2 - 2 July 2024 through 5 July 2024
ER -