World Data Ocean/water-surface environments

water-surface environments

water-surface environments at World Data Ocean is a file of one story. The newest of them: “Real-Time Debris Detection: New Algorithm Improves Autonomous Ocean Cleanup”. Autonomous cleanup vessels only earn their keep when they can see what they are meant to collect. A Global Hub for Ocean Intelligence 4 World Data Ocean is a centralized digital platform where researchers, scientists, and ocean enthusiasts converge to… The list below is every water-surface environments story on World Data Ocean, newest first.

Real-Time Debris Detection: New Algorithm Improves Autonomous Ocean Cleanup
Frontiers in Marine Science | New and Recent Articles

Real-Time Debris Detection: New Algorithm Improves Autonomous Ocean Cleanup

Autonomous cleanup vessels only earn their keep when they can see what they are meant to collect. CEC-YOLO, a lightweight algorithm built on YOLO11n, tackles that directly: it reaches 88.9% mean average precision while sustaining 175 frames per second on an RTX 3090. The innovation is structural, not a new set of operators. By stage-matching feature extraction across P2, P5 and coupling semantic calibration at P5 with spatial realignment at P3, it addresses reflection and scale issues that typically slow detection down.