The local annotation and training loop

The local annotation and training loop A workflow diagram generated by Archify. 01 / Annotate, train, predict 02 / Human review and more data Annotate · Review starting labels · Annotate, train, predict Annotate Review starting labels Train locally · Use reviewed data · Annotate, train, predict Train locally Use reviewed data Predict more · Add unlabelled images · Annotate, train, predict Predict more Add unlabelled images Expand dataset · Approve whole images · Human review and more data Expand dataset Approve whole images Review and correct · Accept, edit, reject · Human review and more data Review and correct Accept, edit, reject inspect missed objects reviewed only local checkpoint train again pending suggestions Legend Your labels Local model Human review Reviewed dataset

People approve the labels

  • • Resolve every pending suggestion, add missed objects, and review each image—even when prediction finds nothing.

Each run starts fresh

  • • Training starts from the pinned pretrained weights, using a fresh snapshot of your expanded reviewed dataset.