├── .circleci └── config.yml ├── .codespellrc ├── .coveragerc ├── .gitignore ├── .idea ├── .gitignore ├── deployment.xml ├── inspectionProfiles │ └── profiles_settings.xml ├── misc.xml ├── mmocr.iml ├── modules.xml ├── sshConfigs.xml └── vcs.xml ├── .pre-commit-config.yaml ├── .pylintrc ├── .readthedocs.yml ├── CITATION.cff ├── LICENSE ├── MANIFEST.in ├── README.md ├── configs ├── _base_ │ ├── default_runtime.py │ ├── det_datasets │ │ ├── ctw1500.py │ │ ├── icdar2015.py │ │ ├── icdar2017.py │ │ └── toy_data.py │ ├── det_models │ │ ├── dbnet_r18_fpnc.py │ │ ├── dbnet_r50dcnv2_fpnc.py │ │ ├── drrg_r50_fpn_unet.py │ │ ├── fcenet_r50_fpn.py │ │ ├── fcenet_r50dcnv2_fpn.py │ │ ├── ocr_mask_rcnn_r50_fpn_ohem.py │ │ ├── ocr_mask_rcnn_r50_fpn_ohem_poly.py │ │ ├── panet_r18_fpem_ffm.py │ │ ├── panet_r50_fpem_ffm.py │ │ ├── psenet_r50_fpnf.py │ │ └── textsnake_r50_fpn_unet.py │ ├── det_pipelines │ │ ├── dbnet_pipeline.py │ │ ├── drrg_pipeline.py │ │ ├── fcenet_pipeline.py │ │ ├── maskrcnn_pipeline.py │ │ ├── panet_pipeline.py │ │ ├── psenet_pipeline.py │ │ └── textsnake_pipeline.py │ ├── recog_datasets │ │ ├── MJ_train.py │ │ ├── ST_MJ_alphanumeric_train.py │ │ ├── ST_MJ_debug_train.py │ │ ├── ST_MJ_train.py │ │ ├── ST_SA_MJ_real_train.py │ │ ├── ST_charbox_train.py │ │ ├── ST_debug_train.py │ │ ├── academic_test.py │ │ ├── academic_test_high.py │ │ ├── academic_test_low.py │ │ ├── seg_toy_data.py │ │ └── toy_data.py │ ├── recog_models │ │ ├── abinet.py │ │ ├── abinet_ac.py │ │ ├── abinet_tps++.py │ │ ├── abinetv2.py │ │ ├── crnn.py │ │ ├── crnn_tps.py │ │ ├── nrtr_modality_transform.py │ │ ├── robust_scanner.py │ │ ├── sar.py │ │ ├── satrn.py │ │ ├── seg.py │ │ └── trans.py │ ├── recog_pipelines │ │ ├── abinet_pipeline.py │ │ ├── crnn_pipeline.py │ │ ├── crnn_pp_pipeline.py │ │ ├── nrtr_pipeline.py │ │ ├── pren_pipeline.py │ │ ├── sar_pipeline.py │ │ ├── satrn_pipeline.py │ │ └── seg_pipeline.py │ ├── runtime_10e.py │ └── schedules │ │ ├── schedule_adadelta_18e.py │ │ ├── schedule_adadelta_5e.py │ │ ├── schedule_adam_600e.py │ │ ├── schedule_adam_custom_key_step_10e.py │ │ ├── schedule_adam_step_10e.py │ │ ├── schedule_adam_step_12e.py │ │ ├── schedule_adam_step_15e.py │ │ ├── schedule_adam_step_20e.py │ │ ├── schedule_adam_step_5e.py │ │ ├── schedule_adam_step_600e.py │ │ ├── schedule_adam_step_6e.py │ │ ├── schedule_adam_step_8e.py │ │ ├── schedule_sgd_1200e.py │ │ ├── schedule_sgd_1500e.py │ │ ├── schedule_sgd_160e.py │ │ └── schedule_sgd_600e.py ├── kie │ └── sdmgr │ │ ├── README.md │ │ ├── metafile.yml │ │ ├── sdmgr_novisual_60e_wildreceipt.py │ │ ├── sdmgr_novisual_60e_wildreceipt_openset.py │ │ └── sdmgr_unet16_60e_wildreceipt.py ├── ner │ └── bert_softmax │ │ ├── README.md │ │ └── bert_softmax_cluener_18e.py ├── textdet │ ├── dbnet │ │ ├── README.md │ │ ├── dbnet_r18_fpnc_1200e_icdar2015.py │ │ ├── dbnet_r50dcnv2_fpnc_1200e_icdar2015.py │ │ └── metafile.yml │ ├── drrg │ │ ├── README.md │ │ ├── drrg_r50_fpn_unet_1200e_ctw1500.py │ │ └── metafile.yml │ ├── fcenet │ │ ├── README.md │ │ ├── fcenet_r50_fpn_1500e_icdar2015.py │ │ ├── fcenet_r50dcnv2_fpn_1500e_ctw1500.py │ │ └── metafile.yml │ ├── maskrcnn │ │ ├── README.md │ │ ├── mask_rcnn_r50_fpn_160e_ctw1500.py │ │ ├── mask_rcnn_r50_fpn_160e_icdar2015.py │ │ ├── mask_rcnn_r50_fpn_160e_icdar2017.py │ │ └── metafile.yml │ ├── panet │ │ ├── README.md │ │ ├── metafile.yml │ │ ├── panet_r18_fpem_ffm_600e_ctw1500.py │ │ ├── panet_r18_fpem_ffm_600e_icdar2015.py │ │ └── panet_r50_fpem_ffm_600e_icdar2017.py │ ├── psenet │ │ ├── README.md │ │ ├── metafile.yml │ │ ├── psenet_r50_fpnf_600e_ctw1500.py │ │ ├── psenet_r50_fpnf_600e_icdar2015.py │ │ └── psenet_r50_fpnf_600e_icdar2017.py │ └── textsnake │ │ ├── README.md │ │ ├── metafile.yml │ │ └── textsnake_r50_fpn_unet_1200e_ctw1500.py └── textrecog │ ├── abinet │ ├── README.md │ ├── abinet_academic.py │ ├── abinet_vision_only_academic.py │ └── metafile.yml │ ├── crnn │ ├── README.md │ ├── crnn_academic_dataset.py │ ├── crnn_toy_dataset.py │ └── metafile.yml │ ├── nrtr │ ├── README.md │ ├── metafile.yml │ ├── nrtr_modality_transform_academic.py │ ├── nrtr_modality_transform_toy_dataset.py │ ├── nrtr_r31_1by16_1by8_academic.py │ ├── nrtr_r31_1by8_1by4_academic.py │ └── nrtr_tps++.py │ ├── robust_scanner │ ├── README.md │ ├── metafile.yml │ └── robustscanner_r31_academic.py │ ├── sar │ ├── README.md │ ├── metafile.yml │ ├── sar_r31_parallel_decoder_academic.py │ ├── sar_r31_parallel_decoder_chinese.py │ ├── sar_r31_parallel_decoder_toy_dataset.py │ └── sar_r31_sequential_decoder_academic.py │ ├── satrn │ ├── README.md │ ├── metafile.yml │ ├── satrn_academic.py │ └── satrn_small.py │ └── seg │ ├── README.md │ ├── metafile.yml │ ├── seg_r31_1by16_fpnocr_academic.py │ └── seg_r31_1by16_fpnocr_toy_dataset.py ├── demo ├── README.md ├── demo_densetext_det.jpg ├── demo_kie.jpeg ├── demo_text_det.jpg ├── demo_text_ocr.jpg ├── demo_text_recog.jpg ├── ner_demo.py ├── resources │ ├── demo_kie_pred.png │ ├── demo_ocr_pred.jpg │ ├── text_det_pred.jpg │ └── text_recog_pred.jpg └── webcam_demo.py ├── docker └── Dockerfile ├── docs ├── en │ ├── Makefile │ ├── _static │ │ ├── css │ │ │ └── readthedocs.css │ │ └── images │ │ │ └── mmocr.png │ ├── api.rst │ ├── changelog.md │ ├── code_of_conduct.md │ ├── conf.py │ ├── datasets │ │ ├── det.md │ │ ├── kie.md │ │ ├── ner.md │ │ └── recog.md │ ├── deployment.md │ ├── getting_started.md │ ├── index.rst │ ├── install.md │ ├── make.bat │ ├── merge_docs.sh │ ├── model_serving.md │ ├── model_summary.md │ ├── requirements.txt │ ├── stats.py │ ├── testing.md │ ├── tools.md │ ├── training.md │ └── tutorials │ │ ├── config.md │ │ ├── dataset_types.md │ │ └── kie_closeset_openset.md └── zh_cn │ ├── Makefile │ ├── _static │ ├── css │ │ └── readthedocs.css │ └── images │ │ └── mmocr.png │ ├── api.rst │ ├── conf.py │ ├── cp_origin_docs.sh │ ├── datasets │ ├── det.md │ ├── kie.md │ ├── ner.md │ └── recog.md │ ├── deployment.md │ ├── index.rst │ ├── install.md │ ├── make.bat │ ├── merge_docs.sh │ └── stats.py ├── mmocr ├── __init__.py ├── apis │ ├── __init__.py │ ├── builder.py │ ├── inference.py │ ├── test.py │ ├── train.py │ └── utils.py ├── core │ ├── __init__.py │ ├── deployment │ │ ├── __init__.py │ │ └── deploy_utils.py │ ├── evaluation │ │ ├── __init__.py │ │ ├── hmean.py │ │ ├── hmean_ic13.py │ │ ├── hmean_iou.py │ │ ├── kie_metric.py │ │ ├── ner_metric.py │ │ ├── ocr_metric.py │ │ └── utils.py │ ├── mask.py │ └── visualize.py ├── datasets │ ├── __init__.py │ ├── base_dataset.py │ ├── builder.py │ ├── icdar_dataset.py │ ├── kie_dataset.py │ ├── ner_dataset.py │ ├── ocr_dataset.py │ ├── ocr_seg_dataset.py │ ├── openset_kie_dataset.py │ ├── pipelines │ │ ├── __init__.py │ │ ├── box_utils.py │ │ ├── crop.py │ │ ├── custom_format_bundle.py │ │ ├── dbnet_transforms.py │ │ ├── kie_transforms.py │ │ ├── loading.py │ │ ├── ner_transforms.py │ │ ├── ocr_seg_targets.py │ │ ├── ocr_transforms.py │ │ ├── test_time_aug.py │ │ ├── textdet_targets │ │ │ ├── __init__.py │ │ │ ├── base_textdet_targets.py │ │ │ ├── dbnet_targets.py │ │ │ ├── drrg_targets.py │ │ │ ├── fcenet_targets.py │ │ │ ├── panet_targets.py │ │ │ ├── psenet_targets.py │ │ │ └── textsnake_targets.py │ │ ├── tps_transform.py │ │ ├── transform_wrappers.py │ │ └── transforms.py │ ├── text_det_dataset.py │ ├── uniform_concat_dataset.py │ └── utils │ │ ├── __init__.py │ │ ├── loader.py │ │ └── parser.py ├── models │ ├── __init__.py │ ├── builder.py │ ├── common │ │ ├── __init__.py │ │ ├── backbones │ │ │ ├── __init__.py │ │ │ └── unet.py │ │ ├── detectors │ │ │ ├── __init__.py │ │ │ └── single_stage.py │ │ ├── layers │ │ │ ├── __init__.py │ │ │ └── transformer_layers.py │ │ ├── losses │ │ │ ├── __init__.py │ │ │ ├── dice_loss.py │ │ │ └── focal_loss.py │ │ └── modules │ │ │ ├── __init__.py │ │ │ ├── cbam.py │ │ │ └── transformer_module.py │ ├── kie │ │ ├── __init__.py │ │ ├── extractors │ │ │ ├── __init__.py │ │ │ └── sdmgr.py │ │ ├── heads │ │ │ ├── __init__.py │ │ │ └── sdmgr_head.py │ │ └── losses │ │ │ ├── __init__.py │ │ │ └── sdmgr_loss.py │ ├── ner │ │ ├── __init__.py │ │ ├── classifiers │ │ │ ├── __init__.py │ │ │ └── ner_classifier.py │ │ ├── convertors │ │ │ ├── __init__.py │ │ │ └── ner_convertor.py │ │ ├── decoders │ │ │ ├── __init__.py │ │ │ └── fc_decoder.py │ │ ├── encoders │ │ │ ├── __init__.py │ │ │ └── bert_encoder.py │ │ ├── losses │ │ │ ├── __init__.py │ │ │ ├── masked_cross_entropy_loss.py │ │ │ └── masked_focal_loss.py │ │ └── utils │ │ │ ├── __init__.py │ │ │ ├── activations.py │ │ │ └── bert.py │ ├── textdet │ │ ├── __init__.py │ │ ├── dense_heads │ │ │ ├── __init__.py │ │ │ ├── db_head.py │ │ │ ├── drrg_head.py │ │ │ ├── fce_head.py │ │ │ ├── head_mixin.py │ │ │ ├── pan_head.py │ │ │ ├── pse_head.py │ │ │ └── textsnake_head.py │ │ ├── detectors │ │ │ ├── __init__.py │ │ │ ├── dbnet.py │ │ │ ├── drrg.py │ │ │ ├── fcenet.py │ │ │ ├── ocr_mask_rcnn.py │ │ │ ├── panet.py │ │ │ ├── psenet.py │ │ │ ├── single_stage_text_detector.py │ │ │ ├── text_detector_mixin.py │ │ │ └── textsnake.py │ │ ├── losses │ │ │ ├── __init__.py │ │ │ ├── db_loss.py │ │ │ ├── drrg_loss.py │ │ │ ├── fce_loss.py │ │ │ ├── pan_loss.py │ │ │ ├── pse_loss.py │ │ │ └── textsnake_loss.py │ │ ├── modules │ │ │ ├── __init__.py │ │ │ ├── gcn.py │ │ │ ├── local_graph.py │ │ │ ├── proposal_local_graph.py │ │ │ └── utils.py │ │ ├── necks │ │ │ ├── __init__.py │ │ │ ├── fpem_ffm.py │ │ │ ├── fpn_cat.py │ │ │ ├── fpn_unet.py │ │ │ └── fpnf.py │ │ └── postprocess │ │ │ ├── __init__.py │ │ │ ├── base_postprocessor.py │ │ │ ├── db_postprocessor.py │ │ │ ├── drrg_postprocessor.py │ │ │ ├── fce_postprocessor.py │ │ │ ├── pan_postprocessor.py │ │ │ ├── pse_postprocessor.py │ │ │ ├── textsnake_postprocessor.py │ │ │ └── utils.py │ └── textrecog │ │ ├── __init__.py │ │ ├── backbones │ │ ├── __init__.py │ │ ├── nrtr_modality_transformer.py │ │ ├── resnet31_ocr.py │ │ ├── resnet_abi.py │ │ ├── resnet_v2_large.py │ │ ├── shallow_cnn.py │ │ ├── tps_pp │ │ │ ├── DGAB.py │ │ │ ├── __init__.py │ │ │ └── tps_pp.py │ │ └── very_deep_vgg.py │ │ ├── convertors │ │ ├── __init__.py │ │ ├── abi.py │ │ ├── attn.py │ │ ├── base.py │ │ ├── ctc.py │ │ ├── mask_abi.py │ │ ├── maskabi.py │ │ ├── maskctc.py │ │ └── seg.py │ │ ├── decoders │ │ ├── __init__.py │ │ ├── abinet_language_decoder.py │ │ ├── abinet_vision_decoder.py │ │ ├── base_decoder.py │ │ ├── crnn_decoder.py │ │ ├── nrtr_decoder.py │ │ ├── position_attention_decoder.py │ │ ├── robust_scanner_decoder.py │ │ ├── sar_decoder.py │ │ ├── sar_decoder_with_bs.py │ │ ├── sequence_attention_decoder.py │ │ └── transformer_frame.py │ │ ├── encoders │ │ ├── __init__.py │ │ ├── abinet_vision_model.py │ │ ├── base_encoder.py │ │ ├── channel_reduction_encoder.py │ │ ├── nrtr_encoder.py │ │ ├── sar_encoder.py │ │ ├── satrn_encoder.py │ │ └── transformer.py │ │ ├── fusers │ │ ├── __init__.py │ │ └── abi_fuser.py │ │ ├── heads │ │ ├── __init__.py │ │ └── seg_head.py │ │ ├── layers │ │ ├── __init__.py │ │ ├── conv_layer.py │ │ ├── dot_product_attention_layer.py │ │ ├── lstm_layer.py │ │ ├── position_aware_layer.py │ │ ├── robust_scanner_fusion_layer.py │ │ └── satrn_layers.py │ │ ├── losses │ │ ├── __init__.py │ │ ├── ce_loss.py │ │ ├── ctc_loss.py │ │ ├── kd_loss.py │ │ ├── mix_loss.py │ │ └── seg_loss.py │ │ ├── necks │ │ ├── __init__.py │ │ └── fpn_ocr.py │ │ ├── preprocessor │ │ ├── __init__.py │ │ ├── base_preprocessor.py │ │ ├── moran.py │ │ ├── spin.py │ │ └── tps_preprocessor.py │ │ └── recognizer │ │ ├── __init__.py │ │ ├── abinet.py │ │ ├── base.py │ │ ├── crnn.py │ │ ├── encode_decode_recognizer.py │ │ ├── nrtr.py │ │ ├── robust_scanner.py │ │ ├── sar.py │ │ ├── satrn.py │ │ └── seg_recognizer.py ├── utils │ ├── __init__.py │ ├── box_util.py │ ├── check_argument.py │ ├── collect_env.py │ ├── data_convert_util.py │ ├── fileio.py │ ├── img_util.py │ ├── lmdb_util.py │ ├── logger.py │ ├── model.py │ ├── ocr.py │ ├── recog.py │ └── string_util.py └── version.py ├── model-index.yml ├── requirements.txt ├── requirements ├── build.txt ├── docs.txt ├── mminstall.txt ├── optional.txt ├── readthedocs.txt ├── runtime.txt └── tests.txt ├── resources ├── illustration.jpg ├── kie.jpg ├── mmocr-logo.png ├── qq_group_qrcode.jpg ├── textdet.jpg ├── textrecog.jpg └── zhihu_qrcode.jpg ├── setup.cfg ├── setup.py ├── tests ├── data │ ├── kie_toy_dataset │ │ ├── class_list.txt │ │ └── dict.txt │ ├── ocr_char_ann_toy_dataset │ │ ├── imgs │ │ │ ├── resort_88_101_1.png │ │ │ ├── resort_95_53_6.png │ │ │ ├── richard+feynman_101_8_6.png │ │ │ ├── richard+feynman_104_58_9.png │ │ │ ├── richard+feynman_110_1_6.png │ │ │ ├── richard+feynman_12_61_4.png │ │ │ ├── richard+feynman_130_74_1.png │ │ │ ├── richard+feynman_134_30_15.png │ │ │ ├── richard+feynman_15_43_4.png │ │ │ └── richard+feynman_18_18_5.png │ │ ├── instances_test.txt │ │ └── instances_train.txt │ ├── ocr_toy_dataset │ │ ├── imgs │ │ │ ├── 1036169.jpg │ │ │ ├── 1058891.jpg │ │ │ ├── 1058892.jpg │ │ │ ├── 1190237.jpg │ │ │ ├── 1210236.jpg │ │ │ ├── 1223729.jpg │ │ │ ├── 1223731.jpg │ │ │ ├── 1223732.jpg │ │ │ ├── 1223733.jpg │ │ │ └── 1240078.jpg │ │ ├── label.lmdb │ │ │ ├── data.mdb │ │ │ └── lock.mdb │ │ └── label.txt │ ├── test_img1.jpg │ ├── test_img1.png │ ├── test_img2.jpg │ └── toy_dataset │ │ ├── annotations │ │ └── test │ │ │ ├── gt_img_1.txt │ │ │ ├── gt_img_10.txt │ │ │ ├── gt_img_2.txt │ │ │ ├── gt_img_3.txt │ │ │ ├── gt_img_4.txt │ │ │ ├── gt_img_5.txt │ │ │ ├── gt_img_6.txt │ │ │ ├── gt_img_7.txt │ │ │ ├── gt_img_8.txt │ │ │ └── gt_img_9.txt │ │ ├── img_list.txt │ │ ├── imgs │ │ └── test │ │ │ ├── img_1.jpg │ │ │ ├── img_10.jpg │ │ │ ├── img_2.jpg │ │ │ ├── img_3.jpg │ │ │ ├── img_4.jpg │ │ │ ├── img_5.jpg │ │ │ ├── img_6.jpg │ │ │ ├── img_7.jpg │ │ │ ├── img_8.jpg │ │ │ └── img_9.jpg │ │ ├── instances_test.json │ │ └── instances_test.txt ├── test_apis │ ├── test_image_misc.py │ ├── test_model_inference.py │ ├── test_single_gpu_test.py │ └── test_utils.py ├── test_core │ ├── test_deploy_utils.py │ └── test_end2end_vis.py ├── test_dataset │ ├── test_base_dataset.py │ ├── test_crop.py │ ├── test_dbnet_transforms.py │ ├── test_detect_dataset.py │ ├── test_icdar_dataset.py │ ├── test_kie_dataset.py │ ├── test_loader.py │ ├── test_loading.py │ ├── test_ner_dataset.py │ ├── test_ocr_dataset.py │ ├── test_ocr_seg_dataset.py │ ├── test_ocr_seg_target.py │ ├── test_ocr_transforms.py │ ├── test_openset_kie_dataset.py │ ├── test_parser.py │ ├── test_test_time_aug.py │ ├── test_textdet_targets.py │ ├── test_transform_wrappers.py │ ├── test_transforms.py │ └── test_uniform_concat_dataset.py ├── test_metrics │ ├── test_eval_utils.py │ ├── test_hmean_detect.py │ ├── test_hmean_ic13.py │ └── test_hmean_iou.py ├── test_models │ ├── test_detector.py │ ├── test_kie_config.py │ ├── test_label_convertor │ │ ├── test_attn_label_convertor.py │ │ └── test_ctc_label_convertor.py │ ├── test_loss.py │ ├── test_modules.py │ ├── test_ner_model.py │ ├── test_ocr_backbone.py │ ├── test_ocr_decoder.py │ ├── test_ocr_encoder.py │ ├── test_ocr_fuser.py │ ├── test_ocr_head.py │ ├── test_ocr_layer.py │ ├── test_ocr_loss.py │ ├── test_ocr_neck.py │ ├── test_ocr_preprocessor.py │ ├── test_panhead.py │ ├── test_recog_config.py │ ├── test_recognizer.py │ ├── test_targets.py │ ├── test_textdet_head.py │ └── test_textdet_neck.py ├── test_tools │ └── test_data_converter.py └── test_utils │ ├── test_box.py │ ├── test_check_argument.py │ ├── test_mask │ └── test_mask_utils.py │ ├── test_model.py │ ├── test_ocr.py │ ├── test_string_util.py │ ├── test_text │ └── test_text_utils.py │ ├── test_textio.py │ ├── test_version_utils.py │ └── test_wrapper.py └── tools ├── benchmark_processing.py ├── data ├── kie │ └── closeset_to_openset.py ├── textdet │ ├── coco_to_line_dict.py │ ├── ctw1500_converter.py │ ├── icdar_converter.py │ ├── synthtext_converter.py │ ├── textocr_converter.py │ └── totaltext_converter.py ├── textrecog │ ├── openvino_converter.py │ ├── seg_synthtext_converter.py │ ├── svt_converter.py │ ├── synthtext_converter.py │ ├── textocr_converter.py │ ├── totaltext_converter.py │ └── visual_feat.py └── utils │ └── txt2lmdb.py ├── deployment ├── deploy_test.py ├── mmocr2torchserve.py ├── mmocr_handler.py ├── onnx2tensorrt.py ├── pytorch2onnx.py └── test_torchserve.py ├── det_test_imgs.py ├── dist_test.sh ├── dist_train.sh ├── kie_test_imgs.py ├── misc └── print_config.py ├── publish_model.py ├── recog_test_imgs.py ├── slurm_test.sh ├── slurm_train.sh ├── test.py └── train.py /.circleci/config.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/simplify23/TPS_PP/HEAD/.circleci/config.yml -------------------------------------------------------------------------------- /.codespellrc: -------------------------------------------------------------------------------- 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