defect detection 1domain randomization 1edge deployment 1industrial inspection 1surface scratch detection 1synthetic data generation 1
From the 1 of 2 linked papers with an AI index.
2 papers
cs.CV2026
A Human-in-the-Loop Deep Learning Framework for Color Reconstruction of Lenticular Films
Saptarshi Neil Sinha, Tiago Kleist, Giorgio Trumpy
Historical lenticular films, such as those created with the Kodacolor process, encode color information in a distinctive spatial format. This structure requires specialized techniq…
cs.CV2026
ScratchSim: A Procedural Synthetic Data Pipeline for Surface Scratch Detection
Paul Julius Kühn, Paul Julius Kühn, Saptarshi Neil Sinha +4
The paper introduces ScratchSim, a procedural rendering pipeline that creates large synthetic datasets for training surface scratch detectors, and shows that models fine‑tuned from…