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[detection] model training iteration with extended multilingual dataset #1604

@felixdittrich92

Description

@felixdittrich92

🚀 The feature

Retrain detection models from scratch with the updated augmentation pipeline & multilingual extended detection dataset

  • db_mobilenet_v3_large
  • db_resnet50
  • db_resnet34
  • linknet_resnet18
  • linknet_resnet34
  • linknet_resnet50
  • fast_tiny (can be ported to TF @felixdittrich92 )
  • fast_small (can be ported to TF @felixdittrich92)
  • fast_base (can be ported to TF @felixdittrich92)

args:

--rotation
--save_interval
--epochs 20

benchmarks: @felixdittrich92

goal:

  • Improved results on non latin text
  • Model robustness and improvements on edge cases like:

#1535
#1547
#1562
#1570
#1795

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