Papers

Journal articles5

1. under review first author 2026

   Blade support and surface extraction in soybean leaf-area measurement using MVS and Gaussian surfels

   Xianghui Xin, et al.

   Computers and Electronics in Agriculture

   Project record
2. journal author 5/6 2026

   Automated External Quality Grading of Oriental Melons Using Diffusion-Enhanced Semantic Segmentation and Field Validation

   Sang-Yeon Kim, Chang-Hyup Lee, Jiwon Ryu, Yudha Putra Arisandy, Xianghui Xin, Ghiseok Kim

   IEEE Access 14:48842–48858

3. journal author 5/5 2025

   An effective deep learning model for classifying diseases on strawberry leaves and estimating their severity based on the multi-task U-Net

   Dung Kim Nguyen, Yeong Soo Choi, Jang Hoon Lee, Minh Trieu Tran, Xianghui Xin

   Multimedia Tools and Applications 84(26):31329–31350

4. journal author 2/8 2025

   De-occlusion models and diffusion-based data augmentation for size estimation of on-plant oriental melons

   Sungjay Kim, Xianghui Xin, Sang-Yeon Kim, Gyumin Kim, Min-gyu Baek, Do Yeon Won, Chang Hyeon Baek, Ghiseok Kim

   Plant Phenomics 7(3):100097

5. journal author 5/9 2025

   Development of a 3D Vision-Based Sorting System for Non-Destructive Quality Assessment of Oriental Melons

   참외 비파괴 품질 판정을 위한 3차원 영상 선별 시스템 개발

   Ahyeong Lee, Hyeon-Chae Yoo, Jinse Kim, Ghiseok Kim, Xianghui Xin, Jiwon Ryu, Sungjay Kim, Chang-Hyup Lee, Suk-Ju Hong

   Journal of the Korea Academia-Industrial cooperation Society 26(11):1–9

Preprints1

1. preprint author 3/9 2026

   Temporal latent fusion for sequential 3D shape completion in on-plant Korean melon growth monitoring

   Sungjay Kim, Pieter M. Blok, Xianghui Xin, Gyumin Kim, Yeongjun Go, Jiwon Ryu, Sang-Yeon Kim, Chang-Hyup Lee, Ghiseok Kim

   SSRN

Conference papers13

1. conference author 5/7 2026

   A gazebo-simulated approach for strawberry ripeness detection toward sustainable agriculture

   Y. P. Arisandy, G. Kim, C. Lee, S. Kim, Xianghui Xin, S. M. S. Awal, S. Widodo

   IOP Conference Series: Earth and Environmental Science 1580, 012048

2. conference first author 2026

   Multi-View 3D Reconstruction for Automated Soybean Morphological Trait Extraction

   Xianghui Xin, Sungjay Kim, Gyumin Kim, Yeongjun Go, Sang-yeon Kim, Yudha Putra Arisandy, Ghiseok Kim

   Proceedings of the Korean Society for Agricultural Machinery, Vol. 31 No. 1

3. conference author 6/7 2026

   분광 및 초분광 영상을 이용한 균사체 기계적 물성 비파괴 예측 모델 구축

   Seongmi Sun, Ghiseok Kim, Sungjay Kim, Harin Jang, Seung-woo Roh, Xianghui Xin, Yeongjun Go

   Proceedings of the Korean Society for Agricultural Machinery, Vol. 31 No. 1

4. conference author 3/7 2026

   초분광 영상을 이용한 생육 중 멜론 당도 및 경도 예측 기술 개발

   Gyumin Kim, Sungjay Kim, Xianghui Xin, Yeongjun Go, Jae-eun Lee, Dong-heun Sung, Ghiseok Kim

   Proceedings of the Korean Society for Agricultural Machinery, Vol. 31 No. 1

5. conference first author 2025

   3차원 Gaussian Splatting을 활용한 자동화 콩 표현형 분석

   Xianghui Xin, Sungjay Kim, Chang-hyup Lee, Sang-yeon Kim, Yudha Putra Arisandy, Yeongjun Go, Ghiseok Kim

   Proceedings of the Korean Society for Agricultural Machinery, Vol. 30 No. 2

6. conference author 4/7 2025

   Real-Time Kiwifruit Defect Detection using Semantic Segmentation and Binary Classification Approach

   Yudha Putra Arisandy, Sang-yeon Kim, Chang-hyup Lee, Xianghui Xin, Dong-heun Sung, Yeongjun Go, Ghiseok Kim

   Proceedings of the Korean Society for Agricultural Machinery, Vol. 30 No. 1

7. conference author 5/7 2025

   드론 RGB 영상 기반 밭작물 분류를 위한 Segmentation 모델 개발

   Seongmi Sun, Sungjay Kim, Gyumin Kim, Seung-woo Roh, Xianghui Xin, Yeongjun Go, Ghiseok Kim

   Proceedings of the Korean Society for Agricultural Machinery, Vol. 30 No. 2

8. conference author 2/5 2025

   참외 3차원 형태계측을 위한 DeepSDF 기반 형상완성 모델 개발

   Sungjay Kim, Xianghui Xin, Gyumin Kim, Seongmi Sun, Ghiseok Kim

   Proceedings of the Korean Society for Agricultural Machinery, Vol. 30 No. 2

9. conference author 4/7 2025

   초분광 영상을 이용한 생산 중 비파괴 참외 당도 예측 기술 개발

   Gyumin Kim, Sungjay Kim, Seung-woo Roh, Xianghui Xin, Yudha Putra Arisandy, Seokha Hwang, Ghiseok Kim

   Proceedings of the Korean Society for Agricultural Machinery, Vol. 30 No. 2

10. conference first author 2024

    3D Reconstruction and Modeling Technology for Precise Phenotyping of Soybean Crop

    Xianghui Xin, Sang-yeon Kim, Sungjay Kim, Jiwon Ryu, Mingyu Baek, Cuong Cao The Huynh, Ghiseok Kim

    Proceedings of the Korean Society for Agricultural Machinery, Vol. 29 No. 2

11. conference author 5/8 2024

    Determination of optimal harvest timing for field-grown apple fruits using hyperspectral imaging technology

    Eungchan Kim, Sang-Yeon Kim, Chang-Hyup Lee, Sungjay Kim, Xianghui Xin, Seul-Ki Lee, Jung-Gun Cho, Ghiseok Kim

    Proc. SPIE, Sensing for Agriculture and Food Quality and Safety XVI

12. conference author 4/7 2024

    초분광 영상을 이용한 콩 작물(서리태)의 생리장해 조기탐지 및 분류

    Mingyu Baek, Eungchan Kim, Seungwoo Roh, Xianghui Xin, Subin Lee, Yudha Putra Arisandy, Ghiseok Kim

    Proceedings of the Korean Society for Agricultural Machinery, Vol. 29 No. 2

13. conference author 6/7 2023

    RGB 영상 및 딥러닝 영상분할 모델을 이용한 사과 과실 표면결함 검출 기술 개발

    Jiwon Ryu, Seongmin Park, Sang-yeon Kim, Eungchan Kim, Sungjay Kim, Xianghui Xin, Ghiseok Kim

    Proceedings of the Korean Society for Agricultural Machinery, Vol. 28 No. 2

Thesis1

1. thesis first author 2023

   Real-time Apple Quality Inspection on a Sorting Machine Using YOLOv7 and SORT

   YOLOv7과 SORT를 이용한 사과선별기의 실시간 품질 검사

   Xianghui Xin

   M.S. thesis, Chonnam National University

   Project record