A python package to read, analyse and visualize OCT and fundus data from various sources.
Creates NDVI, SAVI, RBG, NIR, short wave infrared, agriculture, geology, and bathymetric GeoTIFF files using Landsat8 imagery.
Python coding that takes images acquired using a Near-Infrared (NIR) converted camera and generates a modified Normalized Differential Vegetation Index (NDVI). Contains standalone with colorbar legend and batch versions. ENDVI and SAVI Indexes also available and with greyscale options.
Example of NIR spectrogram processing for regression using Python
Read Nicolet/Thermo Omnic files on python (.spa).
A Collection of Python Codes that work in QGIS (Quantum GIS) that work on Orthomosaic Maps Generated by Aerial Photogrammetry Software such as the free to use VisualSFM or commercial software DroneDeploy or PIX4D. The Goal of these codes is to create free to use classification and NDVI on orthomosaics generated using freeware or trial versions o…
Official implementation of "Pix2Next: Leveraging Vision Foundation Models for RGB to NIR Image Translation"
Variable selection for NIR spectral analysis(regression and classification) based on WRC, VIP, SFS, and SPA
Spiking neural network (SNN) toolkit for spike encoding, LIF model training, NIR export, inference, and deployment with PyTorch and snnTorch.
An end-to-end IoT solution for spectral water quality monitoring. Features ESP32 firmware, a Python-based MQTT bridge with auto-provisioning capabilities, and a fully Dockerized ThingsBoard environment for real-time data visualization and remote device control.
PyTorch implementation of SegFormer Architecture for automatic jugular vein segmentation from near-infrared (NIR) images.
FIRE-TRACE is a Python workflow for automatic wildfire perimeter extraction from airborne LWIR and NIR imagery.
An edge-native Palm Vein Biometric Payment System on Raspberry Pi 5 — NIR 850nm imaging pipeline with MediaPipe hand landmarking, 2D Gabor wavelet VeinCode generation, and a 2-layer parallel MNHD search engine achieving sub-500ms authentication latency; exposed via FastAPI REST API with React frontend supporting enroll, scan, and payment auth
Template for a semester research project (NIR): uv, MLflow, one make check for pre-commit, CI and the agent hook
Shared instructions, rules and skills for LLM assistants in student research projects (NIR)
Streamlit app for NIR spectra (JCAMP-DX): SNV, duplicate check, PCA, Ward clustering and PLS
Data and results for an MPhil Thesis entitled "A morphological and chemical characterization of archaeological charred grain: with implications for isotopic analysis"
A collection of a few commonly used preprocessing and modeling tools for NIR data.
Hydration Tracking and Drink Classification using a Coaster-like Device utilizing near-infrared Spectroscopy
Experimental rPPG pulse-rate estimation from face-tracking camera video
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