ECCV 2026 workshop on deep learning era SfM set for Sept 9 with 3 speakers and 8 papers

ducha_aiki · x · 2026-09-07

ECCV 2026 will host the "Structure-from-Motion in the Age of Deep Learning" workshop on the morning of September 9 in Malmö, Sweden, featuring 3 speakers and 8 papers already available on OpenReview.

The workshop examines how modern SfM pipelines increasingly embed deep learning in feature matching, correspondence filtering, depth/pose initialization, and even end-to-end reconstruction, while the core remains geometric: relative pose estimation, calibration, triangulation, and bundle adjustment built on minimal solvers and robust estimation. Learning-based methods still struggle with cross-domain generalization, adverse imaging conditions, and uncertainty modeling, whereas classical pipelines fail on low-texture scenes, extreme viewpoints, dynamic content, and repetitive structures.

The framing: learning and geometry form an evolving design space to be integrated coherently, not a replacement story.

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