Will's repositories

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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.

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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.

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docs-LM2

Documentation for LeafMachine2

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MistralMaestro

A Framework for Local Mistral (or other HF models) to Orchestrate Subagents

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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.

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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.

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FieldPrism

FieldPrism curates field images by correcting image distortion, converting pixel distance to metric, and renaming files based on QR codes.

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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.

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Docs-LeafMachine2

LeafMachine2 docs and tutorial

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DocEnTR

DocEnTr: An end-to-end document image enhancement transformer - ICPR 2022

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botany-2022-train-object-classifier

Presented at Botanical Society of America Conference 2022. How to train an object classifier using PyTorch.

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refinenet-pytorch

RefineNet-101 VOC in PyTorch

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CFNet

CFNet: Cascade and Fused Cost Volume for Robust Stereo Matching(CVPR2021)

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JSON2YOLO

Convert JSON annotations into YOLO format.

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LeafMachineMeasure

*Currently Unstable* Standalone console version of LeafMachine's autonomous ruler detection and pixel-metric conversion tool.

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GSCNN

Gated-Shape CNN for Semantic Segmentation (ICCV 2019)

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Testing-Darwin-s-Naturalization-Conundrum

Testing Darwin's Naturalization Conundrum using phylogenetic relationships: generalizable patterns across disparate communities?

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DCT-Demo

Matlab GUI demonstrating DCT compression.

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