Typical Failure Scenarios
The research showed that beginners often: 1) mistakenly deleted labels (accounting for 421 TP3T of operational errors) 2) misplaced labels (311 TP3T) 3) forgot to save (271 TP3T)
protective measure
- Anti-deletion design::
- Deletion of tags requires a second confirmation (pop-up dialog box)
- Enable autosave (default save to browser cache every 5 minutes)
- Press Ctrl+Z to recover immediately after accidental deletion
- Visualization Aids::
- Enable "Show grid" to show reference grid lines.
- Press C to highlight the currently selected tab
- Completely labeled images show a green mark in the list.
- Process standardization::
- Press F1 to bring up the list of shortcuts to print the alternate
- Suggested labeling order:
1) AI pre-labeling → 2) Missing labeling correction → 3) Wrong labeling correction → 4) Border fine-tuning
Data recovery program
In case of browser crash: 1) Automatically load recent cache after re-login 2) Locally deployed users can check the./src/store/backupsCatalog 3) Professional users are advised to enable the IndexedDB export plugin.
This answer comes from the articleMakeSense: a free-to-use image annotation tool to improve computer vision project efficiencyThe
May not be reproduced without permission:AI productivity tools " How to avoid common operational errors during image annotation?
