Nanjing Agricultural University · College of Smart Agriculture
M.Eng. in Agricultural Engineering & Information Technology
AGRICULTURAL AI · COMPUTER VISION
Teaching machines
to read every plot.
I’m Chuanjing Jin, a master’s student at Nanjing Agricultural University, major in construction of Agricultural Agents, working where computer vision meets field phenotyping.
24digital plots
RGB + DSMmultimodal sensing
32.03° N / 118.87° E
01 / ABOUT
From computer science to intelligent agriculture.
I study how computer vision can serve field research beyond a single detection—giving each plot a traceable digital identity so observations across time and sensors stay connected.
Nanjing Forestry University · College of Artificial Intelligence
B.Eng. in Computer Science & Technology
02 / RESEARCH INTERESTS
From pixels to persistent field knowledge.
Agricultural Vision & Plot Understanding
Micro-plot detection, segmentation, and boundary modeling from UAV and proximal imagery.
↗Digital Breeding Plots
Building georegistered, persistent digital plots for reuse across flights and growth stages.
↗Computational Phenotyping
Fusing RGB, multispectral, DSM, and point clouds into reusable phenotypic measurements.
↗03 / FEATURED PROJECTS
Research systems, built to work.
01Research framework
PL
Plot2Phenome
A framework connecting optimal-window plot segmentation, georegistration, persistent identity, and multi-temporal phenotyping.
FRAMEWORK · UAV · PHENOTYPINGOngoing research · Overview only
02Vision model
AG
AgriPlotFormer
Vision research for breeding plots, exploring complementary RGB-depth representations and boundary-aware perception.
PYTHON · DEEP LEARNING · RGB-DOngoing research · Overview only
03Acquisition & processing
RE
RedEdge Workflow
An engineering workflow spanning multispectral camera control, acquisition, and image processing.
VUE · NOTEBOOK · MULTISPECTRALOngoing research · Overview only
04Data toolchain
PL
Plot Extraction & Labeling
Semi-automatic extraction and annotation tools connecting raw imagery, datasets, and experiments.
SAM · ANNOTATION · DATASETOngoing research · Overview only
04 / PUBLICATIONS
Turning field problems into reusable methods.
05 / SKILLS
From model experiments to complete systems.
ML & Computer Vision
Python · PyTorch · OpenCV · Transformers · SAM · Instance Segmentation
Remote Sensing & Phenotyping
UAV · RGB · Multispectral · DSM · Point Cloud · WebODM
Platform Engineering
Vue · TypeScript · FastAPI · Git · Linux · Data Pipelines
06 / GITHUB
Little-King2022
Beyond research, I build open-source utilities and complete applications.
Visit GitHub ↗