Distance Transform Loss: Boundary-aware segmentation of seismic data

Rafael Henrique Vareto, Ricardo Szczerbacki, Luiz A. Lima, Pedro O.S. Vaz-de-Melo, William Robson Schwartz

Published: 01 Feb 2026, Last Modified: 21 Oct 2025Computers & GeosciencesEveryoneRevisionsCC BY-SA 4.0
Abstract: Highlights•A loss function designed to enhance the contour delineation of seismic data.•A thorough evaluation across three datasets: F3 Block, Parihaka, and Penobscot.•An analysis of multiple loss functions and deep learning architectures.•A detailed presentation of quantitative and qualitative results.•Code publicly available on Github and PyPI (pip install segloss).
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