├── LICENSE.txt ├── README.md ├── al_chinese.txt ├── assets ├── LEMMA-pipeline.png ├── Supplementary_material_for_LEMMA.pdf ├── qualitative-comparison.png └── quantitative-comparison.png ├── config └── super_resolution.yaml ├── dataset ├── __init__.py ├── charset_36.txt ├── confuse.pkl └── dataset.py ├── interfaces ├── base.py └── super_resolution.py ├── loss └── text_focus_loss.py ├── main.py ├── model ├── ABINet │ ├── __pycache__ │ │ ├── abinet.cpython-38.pyc │ │ ├── attention.cpython-38.pyc │ │ ├── backbone.cpython-38.pyc │ │ ├── resnet.cpython-38.pyc │ │ └── transformer.cpython-38.pyc │ ├── abinet.py │ ├── attention.py │ ├── backbone.py │ ├── resnet.py │ └── transformer.py ├── MATRN │ ├── __pycache__ │ │ ├── matrn.cpython-38.pyc │ │ └── sematic_visual_backbone.cpython-38.pyc │ ├── matrn.py │ └── sematic_visual_backbone.py ├── MPNCOV │ ├── __init__.py │ └── python │ │ ├── MPNCOV.py │ │ └── __init__.py ├── Position_aware_module.py ├── __init__.py ├── attention.py ├── backbone.py ├── crnn │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-36.pyc │ │ ├── __init__.cpython-37.pyc │ │ ├── __init__.cpython-38.pyc │ │ ├── crnn.cpython-36.pyc │ │ ├── crnn.cpython-37.pyc │ │ ├── crnn.cpython-38.pyc │ │ ├── model.cpython-37.pyc │ │ └── model.cpython-38.pyc │ ├── crnn.py │ ├── model.py │ └── modules │ │ ├── __init__.py │ │ ├── __pycache__ │ │ ├── __init__.cpython-37.pyc │ │ ├── __init__.cpython-38.pyc │ │ ├── feature_extraction.cpython-37.pyc │ │ ├── feature_extraction.cpython-38.pyc │ │ ├── prediction.cpython-37.pyc │ │ ├── prediction.cpython-38.pyc │ │ ├── sequence_modeling.cpython-37.pyc │ │ ├── sequence_modeling.cpython-38.pyc │ │ ├── transformation.cpython-37.pyc │ │ └── transformation.cpython-38.pyc │ │ ├── feature_extraction.py │ │ ├── prediction.py │ │ ├── sequence_modeling.py │ │ └── transformation.py ├── lemma.py ├── moran │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-36.pyc │ │ ├── __init__.cpython-37.pyc │ │ ├── __init__.cpython-38.pyc │ │ ├── asrn_res.cpython-36.pyc │ │ ├── asrn_res.cpython-37.pyc │ │ ├── asrn_res.cpython-38.pyc │ │ ├── fracPickup.cpython-36.pyc │ │ ├── fracPickup.cpython-37.pyc │ │ ├── fracPickup.cpython-38.pyc │ │ ├── moran.cpython-36.pyc │ │ ├── moran.cpython-37.pyc │ │ ├── moran.cpython-38.pyc │ │ ├── morn.cpython-36.pyc │ │ ├── morn.cpython-37.pyc │ │ └── morn.cpython-38.pyc │ ├── asrn_res.py │ ├── fracPickup.py │ ├── moran.py │ └── morn.py ├── parseq │ ├── __pycache__ │ │ ├── modules.cpython-38.pyc │ │ ├── parseq.cpython-38.pyc │ │ └── parseq_tokenizer.cpython-38.pyc │ ├── modules.py │ ├── parseq.py │ └── parseq_tokenizer.py ├── recognizer │ ├── SwimTransformer.py │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-36.pyc │ │ ├── __init__.cpython-37.pyc │ │ ├── __init__.cpython-38.pyc │ │ ├── attention_recognition_head.cpython-36.pyc │ │ ├── attention_recognition_head.cpython-37.pyc │ │ ├── attention_recognition_head.cpython-38.pyc │ │ ├── recognizer_builder.cpython-36.pyc │ │ ├── recognizer_builder.cpython-37.pyc │ │ ├── recognizer_builder.cpython-38.pyc │ │ ├── resnet_aster.cpython-36.pyc │ │ ├── resnet_aster.cpython-37.pyc │ │ ├── resnet_aster.cpython-38.pyc │ │ ├── sequenceCrossEntropyLoss.cpython-36.pyc │ │ ├── sequenceCrossEntropyLoss.cpython-37.pyc │ │ ├── sequenceCrossEntropyLoss.cpython-38.pyc │ │ ├── stn_head.cpython-36.pyc │ │ ├── stn_head.cpython-37.pyc │ │ ├── stn_head.cpython-38.pyc │ │ ├── tps_spatial_transformer.cpython-36.pyc │ │ ├── tps_spatial_transformer.cpython-37.pyc │ │ └── tps_spatial_transformer.cpython-38.pyc │ ├── attention_recognition_head.py │ ├── recognizer_builder.py │ ├── resnet_aster.py │ ├── sequenceCrossEntropyLoss.py │ ├── stn_head.py │ └── tps_spatial_transformer.py ├── resnet.py ├── stn_head.py ├── tps_spatial_transformer.py └── transformer.py ├── setup.py └── utils ├── __init__.py ├── labelmaps.py ├── metrics.py ├── ssim_psnr.py ├── util.py ├── utils_crnn.py ├── utils_deblur.py ├── utils_image.py ├── utils_moran.py └── 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