8000 [detection] model training iteration with extended multilingual dataset · Issue #1604 · mindee/doctr · GitHub
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[detection] model training iteration with extended multilingual dataset #1604
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[detection] model training iteration with extended multilingual dataset#1604
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felixdittrich92SiddhantBahuguna
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benchmarkThis issue reports a benchmarkframework: pytorchRelated to PyTorch backendframework: tensorflowRelated to TensorFlow backendtopic: text detectionRelated to the task of text detectiontype: enhancementImprovement
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0.12.0
@felixdittrich92

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@felixdittrich92
felixdittrich92
opened on May 22, 2024

🚀 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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benchmarkThis issue reports a benchmarkframework: pytorchRelated to PyTorch backendframework: tensorflowRelated to TensorFlow backendtopic: text detectionRelated to the task of text detectiontype: enhancementImprovement

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