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3 months ago

The 2nd Workshop on Maritime Computer Vision (MaCVi) 2024

The 2nd Workshop on Maritime Computer Vision (MaCVi) 2024

Abstract

The 2nd Workshop on Maritime Computer Vision (MaCVi) 2024 addresses maritime computer vision for Unmanned Aerial Vehicles (UAV) and Unmanned Surface Vehicles (USV). Three challenges categories are considered: (i) UAV-based Maritime Object Tracking with Re-identification, (ii) USV-based Maritime Obstacle Segmentation and Detection, (iii) USV-based Maritime Boat Tracking. The USV-based Maritime Obstacle Segmentation and Detection features three sub-challenges, including a new embedded challenge addressing efficicent inference on real-world embedded devices. This report offers a comprehensive overview of the findings from the challenges. We provide both statistical and qualitative analyses, evaluating trends from over 195 submissions. All datasets, evaluation code, and the leaderboard are available to the public at https://macvi.org/workshop/macvi24.

Benchmarks

BenchmarkMethodologyMetrics
semantic-segmentation-on-larsSWIM^2 (Mask2Former)
F1: 79.9
Q: 78.1
mIoU: 97.8
μ: 79.7
semantic-segmentation-on-larseWaSR
F1: 58.9
Q: 56.5
mIoU: 96.0
μ: 67.8
semantic-segmentation-on-larsTransMari (Mask2Former)
F1: 80.2
Q: 77.8
mIoU: 97.1
μ: 79.6
semantic-segmentation-on-larsMari-Mask2Former (Mask2Former)
F1: 77.3
Q: 75.7
mIoU: 97.8
μ: 78.4

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The 2nd Workshop on Maritime Computer Vision (MaCVi) 2024 | Papers | HyperAI