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Building an Ant Species Knowledge Dataset from Scientific Literature

Building an Ant Species Knowledge Dataset from Scientific Literature

How I used the FORMIS2024 database and GLM 5.1 to extract structured facts about every ant species from thousands of research papers into a machine-readable JSON dataset for LLMs.

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Choosing and training the best object detection model for ants

Choosing and training the best object detection model for ants

Exploring different object detection architectures like YOLO and RF-DETR to find the most accurate and efficient model for detecting ants in various environments.

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Building the AntScout Dataset: 12 Million Images Cleaned

Building the AntScout Dataset: 12 Million Images Cleaned

Learn how I curated and cleaned over 1.5 million ant images to create the comprehensive AntScout dataset.

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Predicting ant nuptial flights

Predict the day nuptial flights are most likely to happen two weeks in advance.

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Reporting ant nuptial flights

Report queen ant sightings and get notified about nuptial flights.

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Identifying ant species from image

Let AntScout identify workers or queens just by uploading an image.

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