Will's repositories
LeafMachine2
LeafMachine2 is a modular suite of computer vision and machine learning algorithms that enables efficient identification, location, and measurement of vegetative, reproductive, and archival components from digital plant datasets.
VoucherVision
Initiated by the University of Michigan Herbarium, VoucherVision harnesses the power of large language models (LLMs) to transform the transcription process of natural history specimen labels.
MistralMaestro
A Framework for Local Mistral (or other HF models) to Orchestrate Subagents
VoucherVisionEditor
A user interface designed to efficiently edit and manage label transcriptions that are generated by VoucherVision. VoucherVision is a significant module of LeafMachine2 that leverages Large Language Models to transcribe labels attached to natural history collection specimens.
GreenSight
A color-based image segmentation app designed to quickly estimate biomass from common garden plots. Requires 4-monochrome flags to mark the plot corners and known plot dimensions.
FieldPrism
FieldPrism curates field images by correcting image distortion, converting pixel distance to metric, and renaming files based on QR codes.
LeafMachine
Deprecated - LeafMachine is a GUI that autonomously extracts leaf trait data from herbarium vouchers using CNNs, SVMs, and CV algorithms. There are two GUIs: manual version for fine-scale analyses, batch version for local files or from a list of URLs.
Docs-LeafMachine2
LeafMachine2 docs and tutorial
DocEnTR
DocEnTr: An end-to-end document image enhancement transformer - ICPR 2022
botany-2022-train-object-classifier
Presented at Botanical Society of America Conference 2022. How to train an object classifier using PyTorch.
refinenet-pytorch
RefineNet-101 VOC in PyTorch
CFNet
CFNet: Cascade and Fused Cost Volume for Robust Stereo Matching(CVPR2021)
JSON2YOLO
Convert JSON annotations into YOLO format.
LeafMachineMeasure
*Currently Unstable* Standalone console version of LeafMachine's autonomous ruler detection and pixel-metric conversion tool.
Testing-Darwin-s-Naturalization-Conundrum
Testing Darwin's Naturalization Conundrum using phylogenetic relationships: generalizable patterns across disparate communities?
DCT-Demo
Matlab GUI demonstrating DCT compression.