aerial imagery
3 stories filed under aerial imagery on World Data Ocean. The newest of them: “Largest-ever survey of the Great Pacific Garbage Patch yields calibrated data”, “Data-Driven Whale Counts: AI Advances Arctic Beluga Monitoring”, and “Tracking Dugongs: Monitoring Population Trends in a Changing Ocean.”. The most extensive analysis ever conducted of the Great Pacific Garbage Patch has yielded calibrated, empirical data on the world's largest ocean plastic accumulation, located between Hawaii and California. Manual annotation of aerial drone imagery remains one of the steepest bottlenecks in Arctic beluga monitoring, and calf detection only compounds the challenge. 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 aerial imagery story on World Data Ocean, newest first.

Largest-ever survey of the Great Pacific Garbage Patch yields calibrated data
The most extensive analysis ever conducted of the Great Pacific Garbage Patch has yielded calibrated, empirical data on the world's largest ocean plastic accumulation, located between Hawaii and California. This validated survey by The Ocean Cleanup transforms our understanding from estimates to measurable reality. Understanding drives protection. For deeper context on how plastic reaches these waters, see our related piece, "Pinpointing the 1000 Rivers Driving Plastic to the Ocean."

Data-Driven Whale Counts: AI Advances Arctic Beluga Monitoring
Manual annotation of aerial drone imagery remains one of the steepest bottlenecks in Arctic beluga monitoring, and calf detection only compounds the challenge. This study offers a practical way forward. By testing semi-supervised detection models against supervised baselines across annotation budgets, the authors show that SEMI-DETR achieves comparable results with 5- to 10-fold less labeled data. The 24.3% relative improvement in calf detection at 1% labeling is particularly encouraging, as it directly supports reproductive health assessments.

Tracking Dugongs: Monitoring Population Trends in a Changing Ocean.
For nearly a quarter-century, the dugongs of Gathaagudu have held steady. The 2023 survey, estimating 8,688 individuals, marks the lowest count in that time series, yet statistically, the population remains stable. That distinction matters. It suggests a resilience that is encouraging, especially as marine heatwaves threaten their seagrass food source. The calf proportion of 9.6% offers a positive signal of current condition. This long-term data, which we can connect to broader efforts in *Integrated Ocean Governance*, provides the empirical foundation needed for informed, forward-looking conservation.