phasheen/research
Multi-scale 3D plant phenotyping
Organ-level measurements from 3D reconstructions, from a single leaflet to a field plot.
I’m a PhD student in Biosystems Engineering (Global Smart Farm integrated major) at Seoul National University, graduating in August 2027.
My research is multi-scale 3D plant phenotyping: getting reliable organ-level measurements of leaves, stems and fruit from 3D reconstructions instead of manual rulers. That covers the whole chain, from multi-camera, RGB-D and LiDAR capture rigs in the greenhouse and field, through reconstruction with 3D Gaussian Splatting, surfels and SfM/MVS, to segmentation and the validation that turns a model into a trait.
Before that, my master’s at Chonnam National University put deep-learning object detection into an apple sorting machine, so I’ve cared about vision that runs on real hardware from the start. I also help run my lab’s self-hosted research infrastructure, because tools only matter if other people can use them.
Scale × stage
| capture | reconstruct | measure | |
|---|---|---|---|
| organLeaves and fruit: the traits breeders actually record. | MEL-02Greenhouse melon rig | SOY-01Soybean leaf area | SOY-01Soybean leaf areaMEL-02Greenhouse melon rigAPL-06Apple sorting |
| plantWhole plants, reconstructed from many views. | CAM-034K multi-camera frames | SOY-01Soybean leaf area | SOY-01Soybean leaf area |
| plotRows and plots, measured repeatedly through a season. | MEL-02Greenhouse melon rigRIC-04Rice plot stereo | MEL-02Greenhouse melon rigWHT-05GWFSS 2025 wheat |
By size of what is measured
- APL-06 Apple sorting
- SOY-01 Soybean leaf area
- CAM-03 4K multi-camera frames
- WHT-05 GWFSS 2025 wheat
- RIC-04 Rice plot stereo
- MEL-02 Greenhouse melon rig