A PRISMA Driven Systematic Review of Publicly Available Datasets for Benchmark and Model Developments for Industrial Defect Detection

arXiv:2406.07694v1 Announce Type: new
Abstract: Recent advancements in quality control across various industries have increasingly utilized the integration of video cameras and image processing for effective defect detection. A critical barrier to progress is the scarcity of comprehensive datasets featuring annotated defects, which are essential for developing and refining automated defect detection models. This systematic review, spanning from 2015 to 2023, identifies 15 publicly available datasets and critically examines them to assess their effectiveness and applicability for benchmarking and model …

abstract arxiv benchmark cameras control cs.cv cs.lg datasets defect detection defects detection image image processing industrial industries integration prisma processing progress quality review type video