Publications

(2024). REG: Refined Generalized Focal Loss for Road Asset Detection on Thai Highways Using Vision-Based Detection and Segmentation Models. In 5th International Conference on Highway Engineering ICHE 2024.

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(2023). MARS: Mask Attention Refinement with Sequential Quadtree Nodes for Car Damage Instance Segmentation. In Image Analysis and Processing ICIAP 2023.

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(2022). Object Detection of Road Assets Using Transformer-Based YOLOX with Feature Pyramid Decoder on Thai Highway Panorama. In Information.

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(2020). Transformer-Based Decoder Designs for Semantic Segmentation on Remotely Sensed Images. In Remote Sesning.

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(2020). Semantic Segmentation on Remotely Sensed Images Using Deep Convolutional Encoder-Decoder Neural Network. In Chulalongkorn University Thesis Evaluation - Very Good Score (Outstanding Achievement).

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(2019). Transportation Mobility Factor Extraction Using Image Recognition Techniques. In First International Conference on Smart Technology & Urban Development Best Paper; (STUD 2019).

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(2018). Real-Time Polyps Segmentation for Colonoscopy Video Frames Using Compressed Fully Convolutional Network. In International Conference on Multimedia Modeling MMM 2018.

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(2018). Semantic Segmentation On Medium-Resolution Satellite Images Using Deep Convolutional Networks With Remote Sensing Derived Indices. In *15th International Joint Conference on Computer Science and Software Engineering * JCSSE 2018.

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(2017). Road map extraction from satellite imagery using connected component analysis and landscape metrics. In IEEE International Conference on Big Data Big Data 2017.

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(2017). An enhanced deep convolutional encoder-decoder network for road segmentation on aerial imagery. In International Conference on Computing and Information Technology (IC2IT) Best Student Paper Honourable Mention (top 0.26% of submissions).

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(2016). Image Vectorization of Road Satellite Data Sets. In Journal of Remote Sensing and GIS Association of Thailand RESGAT.

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