RESEARCH / REPRODUCIBILITY

Evidence first. Claims second.

The current repository contains testable perception software and scientific research material. No rights-cleared maritime model run or independent acoustic evaluation is verified.

REAL FRAMES: 0 · OFFICIAL BENCHMARK: NOT RUN

Perception evidence

MEASUREOBSERVEDINTERPRETATION
Rights-cleared real frames evaluated0No accuracy or robustness conclusion
mIoU / obstacle F1Not measured / Not measuredRequires approved data and official protocol
Named-hardware FPSNot measuredEnd-to-end timing is not available
Local API integration testsSynthetic fixtures onlySoftware behavior; not maritime performance

Acoustics archive

The provided archive labels 96 patches across 20 source images sharing one capture-time token. Patch-random splits can leak correlated data. No independent recording-session split has been evaluated, and the H5 weight file has not been deserialized.

Selected upstream work

The software snapshot comes from the historical private IRISEA repository. It includes integration code and experimental interpretation logic, but no trained proprietary segmentation weights or verified performance gain.