Required

Testing

• Add OD and DataSet to Test Matrix for Testing
• Figure out if there is actually an issue causing Test/Validate split of 0.1 not to work?

Code Gen

• Add Box Resizing in Code Behind and Generated Projects
  • Protype Code Here: Object Detection - Remaining Items #2610 (comment)
• Add VOTT data loading to *.training.cs so that users have everything they need to re-train
  • Protype Code Here: Object Detection - Remaining Items #2610 (comment)
• Add COCO data loading to *.training.cs so that users have everything they need to re-train
• 800 and 600 should be generated as constants
• Fix formatting of *.training.cs

ML.NET and AutoML

• Update TorchSharp
  • ML.NET Update TorchSharp to latest version machinelearning#6636
  • Model Builder https://github.com/dotnet/machinelearning-tools/pull/1751
  • Generated projects will fail until we pull in new version

Other

• Update training to use a lower filter threshold for boxes - 0.5 is too high. The user can always filter the results more like they do for the azure model.
• Default epoch to something larger than 1
• Add document/link/tutorial for coco option

Nice to Have

• Add progress information
• Work on getting box resize transform into ML.NET
  • Resizing Images and Boxes for Vision Scenarios machinelearning#6629
• Support TSV Input Format
  • https://github.com/michaelgsharp/machinelearning/blob/main/test/data/images/object-detection/fruit-detection-ten.tsv
• Support COCO Input Format
  • https://github.com/dotnet/machinelearning-tools/pull/1752
• Continue training

Training Options

• Add Training Option in UI for Training Image Size (Default: 800x600)
• Add Training Option in UI for max epoch (Default: 5)