2021 IEEE International Conference on Image Processing

19-22 September 2021 • Anchorage, Alaska, USA

Imaging Without Borders

2021 IEEE International Conference on Image Processing

19-22 September 2021 • Anchorage, Alaska, USA

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Paper Detail

Paper IDIMT-CIF-1.9
Paper Title MULTI-ILLUMINATION FUSION WITH CRACK ENHANCEMENT USING CYCLE-CONSISTENT LOSSES
Authors Milind G. Padalkar, Carlos Beltran-Gonzalez, Alessio Del Bue, Istituto Italiano di Tecnologia, Italy
SessionIMT-CIF-1: Computational Imaging 1
LocationArea J
Session Time:Monday, 20 September, 13:30 - 15:00
Presentation Time:Monday, 20 September, 13:30 - 15:00
Presentation Poster
Topic Computational Image Formation: Multi-image & sensor fusion
IEEE Xplore Open Preview  Click here to view in IEEE Xplore
Abstract This paper addresses for the first time, the problem of multi-illumination fusion with crack enhancement. Our models are trained using cycle-consistent losses to combine crack details from several mutually registered multi-illumination images of ceramic tiles, into a single representative image. Using real-world industrial data, we show that the crack locations are enhanced in the fused images, making them easily noticeable for remote inspection, and demonstrate the effectiveness of our method compared to a multi-exposure fusion technique.