Work
System design, metrics, and tradeoffs behind each build.
MonoDBH
YOLOv8s-seg instance segmentation pipeline for automated structural counting.
0.953Mask mAP50
YOLOv8s-segModel
YOLOv8PyTorchOpenCVAWS EC2
BarkVisionAI
156,001-image benchmark dataset for bark/tree-species vision models, published in Nature Scientific Data.
156,001Images
Nature Sci. DataVenue
Grounding DINOSAM2PythonAWS S3
nCount
draftComputer-vision counting system — details in progress.
TBDStatus
YOLOv8
VanSaathi / CommFor
draftGeospatial pipeline project — details in progress.
TBDStatus
GeospatialAWS Lambda
RatiFi
draftRAG-based system — details in progress.
TBDStatus
RAGpgvector