4th Workshop on Maritime Computer Vision (MaCVi): Challenge Overview
It provides a standardized benchmark and leaderboard for maritime computer vision, serving as a resource for researchers and practitioners in the domain.
This paper presents the setup, evaluation protocols, datasets, and results of five benchmark challenges for maritime computer vision, emphasizing both accuracy and real-time feasibility. It includes quantitative results and technical reports from top teams.
The 4th Workshop on Maritime Computer Vision (MaCVi) is organized as part of CVPR 2026. This edition features five benchmark challenges with emphasis on both predictive accuracy and embedded real-time feasibility. This report summarizes the MaCVi 2026 challenge setup, evaluation protocols, datasets, and benchmark tracks, and presents quantitative results, qualitative comparisons, and cross-challenge analyses of emerging method trends. We also include technical reports from top-performing teams to highlight practical design choices and lessons learned across the benchmark suite. Datasets, leaderboards, and challenge resources are available at https://macvi.org/workshop/cvpr26.