Published March 25, 2026 | Version Version 1.0

Thermographic Video Dataset of Turning Processes with Associated Tool Wear Measurements (Project: Thermography Based Advanced Intelligent Tool Condition Monitoring System)

  • 1. Rudolfovo – znanstveno in tehnološko središče Novo mesto

Description

This dataset contains thermographic video recordings of cutting tools during turning processes, accompanied by microscopic images of tool wear and quantitative wear measurements.

The dataset consists of 52 thermographic videos (.mp4), organized by individual cutting inserts. Each insert is represented by multiple recordings of the cutting process and corresponding microscopic images of tool wear. Additionally, a structured dataset of quantitative tool wear measurements is provided in tabular form.

Important: The videos can be converted into image frames, making them directly suitable as input for deep learning models. At a sampling rate of 3 fps, the dataset yields more than 80,000 images.

Tool wear is expressed as a continuous variable (in millimetres), supplemented by expert-based qualitative assessment.

Keywords: thermography, cutting tool wear, turning process, infrared imaging, tool condition monitoring, deep learning, video dataset

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Additional details

Funding

The Slovenian Research and Innovation Agency
Napredni inteligentni sistem nadzora obrabe rezalnega orodja na podlagi termografije / Thermography Based Advanced Intelligent Tool Condition Monitoring System Z2-50080