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Alternatives to NINA – Nighttime Imaging 'N' Astronomy

FungID
FungIDFungID is a free, open-source app that uses deep learning to identify mushrooms and fungi. Features 3.5M+ training images, local heatmaps, edibility guides, and offline support.
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Mbaza AI
Mbaza AIMbaza AI is a free, open-source AI tool for rapid biodiversity monitoring. Classify camera trap images with up to 96% accuracy — works fully offline, no internet required.
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RELION
RELIONRELION is a free, GPLv2-licensed software package using empirical Bayesian methods for electron cryo-microscopy structure determination, supporting single particle analysis and subtomogram averaging.
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FreeMoCap
FreeMoCapFreeMoCap is a free, open-source markerless motion capture tool that uses standard cameras and AI-powered computer vision to capture research-grade 3D human movement data locally on your machine.
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OpenSoundscape
OpenSoundscapeOpenSoundscape is a free, open-source Python library for bioacoustic data analysis, featuring CNN training, spectrogram tools, automated sound detection, and acoustic localization.
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SpeciesNet
SpeciesNetSpeciesNet is Google's open-source ensemble AI model for automatically classifying wildlife species in motion-triggered camera trap images.
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TrueMedia.org
TrueMedia.orgTrueMedia.org is a free, open-source tool from Georgetown University that detects AI-generated deepfakes and verifies the authenticity and veracity of digital media content.
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Oxford Nanopore EPI2ME
Oxford Nanopore EPI2MEEPI2ME provides open-source, best-practice bioinformatics workflows for nanopore sequencing data analysis. Run pipelines locally on your desktop — no cloud upload required.
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fungAI
fungAIfungAI uses deep learning and TensorFlow to identify wild mushroom species from images. Free, open-source, and accessible to scientists and enthusiasts alike.
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SLEAP
SLEAPSLEAP is a free, open-source deep learning platform for multi-animal pose estimation and behavioral video tracking. Fast GPU inference, intuitive GUI, and PyTorch-based training pipelines.
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