alirezafalah2025cc-by-4.0

CNC Tool Condition Image Dataset (ELTE-TCM-46k)

A dataset of approximately 46,000 high-resolution TIFF images of 116 unique CNC cutting tools captured to support automated Tool Condition Monitoring (TCM) and fracture detection through machine vision and signal processing approaches.

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Why This Matters for Physical AI

This dataset enables development of automated tool condition monitoring systems for industrial CNC machines, advancing predictive maintenance and quality control in manufacturing through machine vision and signal processing techniques.

Technical Profile

Modalities
rgb
Environment
lab
Task Types
image_classificationimage_segmentationanomaly_detectiontool_condition_monitoring
Data Format
TIFF
Annotation Types
condition_labels
License
cc-by-4.0
Part of the ELTE-TCM-46k family

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