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Title: GitHub - 18520339/tf2-sequence-recognition-toolkit: TensorFlow 2 Toolkit for Sequence-level Text Recognition that simplifies the process of importing, handling, and visualizing sequence data, as well as providing most used loss functions and evaluation metrics in the development of Sequence Text Recognition models

Open Graph Title: GitHub - 18520339/tf2-sequence-recognition-toolkit: TensorFlow 2 Toolkit for Sequence-level Text Recognition that simplifies the process of importing, handling, and visualizing sequence data, as well as providing most used loss functions and evaluation metrics in the development of Sequence Text Recognition models

X Title: GitHub - 18520339/tf2-sequence-recognition-toolkit: TensorFlow 2 Toolkit for Sequence-level Text Recognition that simplifies the process of importing, handling, and visualizing sequence data, as well as providing most used loss functions and evaluation metrics in the development of Sequence Text Recognition models

Description: TensorFlow 2 Toolkit for Sequence-level Text Recognition that simplifies the process of importing, handling, and visualizing sequence data, as well as providing most used loss functions and evaluation metrics in the development of Sequence Text Recognition models - 18520339/tf2-sequence-recognition-toolkit

Open Graph Description: TensorFlow 2 Toolkit for Sequence-level Text Recognition that simplifies the process of importing, handling, and visualizing sequence data, as well as providing most used loss functions and evaluat...

X Description: TensorFlow 2 Toolkit for Sequence-level Text Recognition that simplifies the process of importing, handling, and visualizing sequence data, as well as providing most used loss functions and evaluat...

Opengraph URL: https://github.com/18520339/tf2-sequence-recognition-toolkit

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7 Commitshttps://github.com/18520339/tf2-sequence-recognition-toolkit/commits/main/
https://github.com/18520339/tf2-sequence-recognition-toolkit/commits/main/
demohttps://github.com/18520339/tf2-sequence-recognition-toolkit/tree/main/demo
demohttps://github.com/18520339/tf2-sequence-recognition-toolkit/tree/main/demo
tfseqrechttps://github.com/18520339/tf2-sequence-recognition-toolkit/tree/main/tfseqrec
tfseqrechttps://github.com/18520339/tf2-sequence-recognition-toolkit/tree/main/tfseqrec
.gitignorehttps://github.com/18520339/tf2-sequence-recognition-toolkit/blob/main/.gitignore
.gitignorehttps://github.com/18520339/tf2-sequence-recognition-toolkit/blob/main/.gitignore
README.mdhttps://github.com/18520339/tf2-sequence-recognition-toolkit/blob/main/README.md
README.mdhttps://github.com/18520339/tf2-sequence-recognition-toolkit/blob/main/README.md
requirements.txthttps://github.com/18520339/tf2-sequence-recognition-toolkit/blob/main/requirements.txt
requirements.txthttps://github.com/18520339/tf2-sequence-recognition-toolkit/blob/main/requirements.txt
setup.pyhttps://github.com/18520339/tf2-sequence-recognition-toolkit/blob/main/setup.py
setup.pyhttps://github.com/18520339/tf2-sequence-recognition-toolkit/blob/main/setup.py
READMEhttps://github.com/18520339/tf2-sequence-recognition-toolkit
https://github.com/18520339/tf2-sequence-recognition-toolkit#tfseqrec-a-tf2-toolkit-for-sequence-text-recognition
https://github.com/18520339/tf2-sequence-recognition-toolkit#quick-start
https://github.com/18520339/tf2-sequence-recognition-toolkit/blob/main/demo/demo.png
demo folderhttps://github.com/18520339/tf2-sequence-recognition-toolkit/blob/main/demo
demo_nomaocr.ipynbhttps://github.com/18520339/tf2-sequence-recognition-toolkit/blob/main/demo/demo_nomaocr.ipynb
NomNaOCRhttps://github.com/ds4v/NomNaOCR
prepare_icdar2015.ipynbhttps://github.com/18520339/tf2-sequence-recognition-toolkit/blob/main/demo/prepare_icdar2015.ipynb
ICDAR 2015https://rrc.cvc.uab.es/?ch=4&com=tasks
https://github.com/18520339/tf2-sequence-recognition-toolkit#key-features-and-functionalities
I. tfseqrec.loaderhttps://github.com/18520339/tf2-sequence-recognition-toolkit#i-tfseqrecloader-
1️⃣ class DataImporterhttps://github.com/18520339/tf2-sequence-recognition-toolkit#1%EF%B8%8F%E2%83%A3-class-dataimporter-dataset_dir-labels_path-min_length4-filter_funcnone-
2️⃣ class DataHandlerhttps://github.com/18520339/tf2-sequence-recognition-toolkit#2%EF%B8%8F%E2%83%A3-class-datahandler-dataset-img_size-padding_char-start_char-end_char-
II. tfseqrec.losseshttps://github.com/18520339/tf2-sequence-recognition-toolkit#ii-tfseqreclosses-
1️⃣ class CTCLosshttps://github.com/18520339/tf2-sequence-recognition-toolkit#1%EF%B8%8F%E2%83%A3-class-ctcloss-namectc_loss-kwargs-
2️⃣ class MaskedLosshttps://github.com/18520339/tf2-sequence-recognition-toolkit#2%EF%B8%8F%E2%83%A3-class-maskedloss-namemasked_loss-kwargs-
III. tfseqrec.metricshttps://github.com/18520339/tf2-sequence-recognition-toolkit#iii-tfseqrecmetrics-
1️⃣ class SequenceAccuracyhttps://github.com/18520339/tf2-sequence-recognition-toolkit#1%EF%B8%8F%E2%83%A3-class-sequenceaccuracy-use_ctc_decodefalse-nameseq_acc-kwargs-
2️⃣ class CharacterAccuracyhttps://github.com/18520339/tf2-sequence-recognition-toolkit#2%EF%B8%8F%E2%83%A3-class-characteraccuracy-use_ctc_decodefalse-namechar_acc-kwargs-
3️⃣ class LevenshteinDistancehttps://github.com/18520339/tf2-sequence-recognition-toolkit#3%EF%B8%8F%E2%83%A3-class-levenshteindistance-use_ctc_decodefalse-normalizefalse-namelevenshtein_distance-kwargs-
IV. tfseqrec.visualizerhttps://github.com/18520339/tf2-sequence-recognition-toolkit#iv-tfseqrecvisualizer-
1️⃣ class SequenceVisualizerhttps://github.com/18520339/tf2-sequence-recognition-toolkit#1%EF%B8%8F%E2%83%A3-class-sequencevisualizer-fontsize12-fontpathnone-
2️⃣ function plot_training_resultshttps://github.com/18520339/tf2-sequence-recognition-toolkit#2%EF%B8%8F%E2%83%A3-function-plot_training_results-history-save_name-figsize16-14-subplot_size2-2-
V. tfseqrec.utilshttps://github.com/18520339/tf2-sequence-recognition-toolkit#v-tfseqrecutils-
1️⃣ function ctc_decodehttps://github.com/18520339/tf2-sequence-recognition-toolkit#1%EF%B8%8F%E2%83%A3-function-ctc_decode-predictions-max_length---tftensor-
2️⃣ function tokens2sparsehttps://github.com/18520339/tf2-sequence-recognition-toolkit#2%EF%B8%8F%E2%83%A3-function-tokens2sparse-batch_tokens---tfsparsetensor-
3️⃣ function sparse2densehttps://github.com/18520339/tf2-sequence-recognition-toolkit#3%EF%B8%8F%E2%83%A3-function-sparse2dense-tensor-shape---tftensor-
🔝https://github.com/18520339/tf2-sequence-recognition-toolkit#key-features-and-functionalities
https://github.com/18520339/tf2-sequence-recognition-toolkit#i-tfseqrecloader-
🔝https://github.com/18520339/tf2-sequence-recognition-toolkit#key-features-and-functionalities
https://github.com/18520339/tf2-sequence-recognition-toolkit#1️⃣-class-dataimporter-dataset_dir-labels_path-min_length4-filter_funcnone-
DataImporterhttps://github.com/18520339/tf2-sequence-recognition-toolkit#1%EF%B8%8F%E2%83%A3-class-dataimporter-dataset_dir-labels_path-min_length4-filter_funcnone-
🔝https://github.com/18520339/tf2-sequence-recognition-toolkit#1%EF%B8%8F%E2%83%A3-class-dataimporter-dataset_dir-labels_path-min_length4-filter_funcnone-
DataImporterhttps://github.com/18520339/tf2-sequence-recognition-toolkit#1%EF%B8%8F%E2%83%A3-class-dataimporter-dataset_dir-labels_path-min_length4-filter_funcnone-
🔝https://github.com/18520339/tf2-sequence-recognition-toolkit#1%EF%B8%8F%E2%83%A3-class-dataimporter-dataset_dir-labels_path-min_length4-filter_funcnone-
DataImporterhttps://github.com/18520339/tf2-sequence-recognition-toolkit#1%EF%B8%8F%E2%83%A3-class-dataimporter-dataset_dir-labels_path-min_length4-filter_funcnone-
DataImporterhttps://github.com/18520339/tf2-sequence-recognition-toolkit#1%EF%B8%8F%E2%83%A3-class-dataimporter-dataset_dir-labels_path-min_length4-filter_funcnone-
🔝https://github.com/18520339/tf2-sequence-recognition-toolkit#key-features-and-functionalities
https://github.com/18520339/tf2-sequence-recognition-toolkit#2️⃣-class-datahandler-dataset-img_size-padding_char-start_char-end_char-
DataImporterhttps://github.com/18520339/tf2-sequence-recognition-toolkit#1%EF%B8%8F%E2%83%A3-class-dataimporter-dataset_dir-labels_path-min_length4-filter_funcnone-
tf.keras.layers.StringLookuphttps://www.tensorflow.org/api_docs/python/tf/keras/layers/StringLookup
tf.keras.layers.StringLookuphttps://www.tensorflow.org/api_docs/python/tf/keras/layers/StringLookup
🔝https://github.com/18520339/tf2-sequence-recognition-toolkit#2%EF%B8%8F%E2%83%A3-class-datahandler-dataset-img_size-padding_char-start_char-end_char-
🔝https://github.com/18520339/tf2-sequence-recognition-toolkit#2%EF%B8%8F%E2%83%A3-class-datahandler-dataset-img_size-padding_char-start_char-end_char-
🔝https://github.com/18520339/tf2-sequence-recognition-toolkit#2%EF%B8%8F%E2%83%A3-class-datahandler-dataset-img_size-padding_char-start_char-end_char-
🔝https://github.com/18520339/tf2-sequence-recognition-toolkit#2%EF%B8%8F%E2%83%A3-class-datahandler-dataset-img_size-padding_char-start_char-end_char-
DataImporter https://github.com/18520339/tf2-sequence-recognition-toolkit#1%EF%B8%8F%E2%83%A3-class-dataimporter-dataset_dir-labels_path-min_length4-filter_funcnone-
TensorFlow datasethttps://www.tensorflow.org/api_docs/python/tf/data/Dataset
🔝https://github.com/18520339/tf2-sequence-recognition-toolkit#2%EF%B8%8F%E2%83%A3-class-datahandler-dataset-img_size-padding_char-start_char-end_char-
Connectionist Temporal Classificationhttps://distill.pub/2017/ctc
CRNNhttps://arxiv.org/abs/1507.05717
🔝https://github.com/18520339/tf2-sequence-recognition-toolkit#key-features-and-functionalities
https://github.com/18520339/tf2-sequence-recognition-toolkit#ii-tfseqreclosses-
🔝https://github.com/18520339/tf2-sequence-recognition-toolkit#ii-tfseqreclosses-
https://github.com/18520339/tf2-sequence-recognition-toolkit#1️⃣-class-ctcloss-namectc_loss-kwargs-
TensorFlow 2 losshttps://www.tensorflow.org/api_docs/python/tf/keras/Loss
Connectionist Temporal Classificationhttps://distill.pub/2017/ctc
CRNNhttps://arxiv.org/abs/1507.05717
CTChttps://distill.pub/2017/ctc
ctc_batch_costhttps://www.tensorflow.org/api_docs/python/tf/keras/backend/ctc_batch_cost
CTChttps://distill.pub/2017/ctc
built-in support for CTC losshttps://www.tensorflow.org/api_docs/python/tf/keras/losses/CTC
tf.keras.losses.CTChttps://www.tensorflow.org/api_docs/python/tf/keras/losses/CTC
🔝https://github.com/18520339/tf2-sequence-recognition-toolkit#ii-tfseqreclosses-
https://github.com/18520339/tf2-sequence-recognition-toolkit#2️⃣-class-maskedloss-namemasked_loss-kwargs-
TensorFlow 2 losshttps://www.tensorflow.org/api_docs/python/tf/keras/Loss
SparseCategoricalCrossentropyhttps://www.tensorflow.org/api_docs/python/tf/keras/losses/SparseCategoricalCrossentropy
🔝https://github.com/18520339/tf2-sequence-recognition-toolkit#key-features-and-functionalities
https://github.com/18520339/tf2-sequence-recognition-toolkit#iii-tfseqrecmetrics-
🔝https://github.com/18520339/tf2-sequence-recognition-toolkit#iii-tfseqrecmetrics-
https://github.com/18520339/tf2-sequence-recognition-toolkit#1️⃣-class-sequenceaccuracy-use_ctc_decodefalse-nameseq_acc-kwargs-
TensorFlow 2 metrichttps://www.tensorflow.org/api_docs/python/tf/keras/Metric
CTC-decodedhttps://distill.pub/2017/ctc
CTCLosshttps://github.com/18520339/tf2-sequence-recognition-toolkit#1%EF%B8%8F%E2%83%A3-class-ctcloss-namectc_loss-kwargs-
CRNNhttps://arxiv.org/abs/1507.05717
ctc_decodehttps://github.com/18520339/tf2-sequence-recognition-toolkit#1%EF%B8%8F%E2%83%A3-function-ctc_decode-predictions-max_length-
🔝https://github.com/18520339/tf2-sequence-recognition-toolkit#iii-tfseqrecmetrics-
https://github.com/18520339/tf2-sequence-recognition-toolkit#2️⃣-class-characteraccuracy-use_ctc_decodefalse-namechar_acc-kwargs-
TensorFlow 2 metrichttps://www.tensorflow.org/api_docs/python/tf/keras/Metric
SequenceAccuracyhttps://github.com/18520339/tf2-sequence-recognition-toolkit#1%EF%B8%8F%E2%83%A3-class-sequenceaccuracy-use_ctc_decodefalse-nameseq_acc-kwargs-
🔝https://github.com/18520339/tf2-sequence-recognition-toolkit#iii-tfseqrecmetrics-
https://github.com/18520339/tf2-sequence-recognition-toolkit#3️⃣-class-levenshteindistance-use_ctc_decodefalse-normalizefalse-namelevenshtein_distance-kwargs-
TensorFlow 2 metrichttps://www.tensorflow.org/api_docs/python/tf/keras/Metric
CTCLosshttps://github.com/18520339/tf2-sequence-recognition-toolkit#1%EF%B8%8F%E2%83%A3-class-ctcloss-namectc_loss-kwargs-
tf.edit_distancehttps://www.tensorflow.org/api_docs/python/tf/edit_distance
ctc_decodehttps://github.com/18520339/tf2-sequence-recognition-toolkit#1%EF%B8%8F%E2%83%A3-function-ctc_decode-predictions-max_length-
🔝https://github.com/18520339/tf2-sequence-recognition-toolkit#key-features-and-functionalities
https://github.com/18520339/tf2-sequence-recognition-toolkit#iv-tfseqrecvisualizer-
🔝https://github.com/18520339/tf2-sequence-recognition-toolkit#iv-tfseqrecvisualizer-
https://github.com/18520339/tf2-sequence-recognition-toolkit#1️⃣-class-sequencevisualizer-fontsize12-fontpathnone-
🔝https://github.com/18520339/tf2-sequence-recognition-toolkit#1%EF%B8%8F%E2%83%A3-class-sequencevisualizer-fontsize12-fontpathnone-
🔝https://github.com/18520339/tf2-sequence-recognition-toolkit#1%EF%B8%8F%E2%83%A3-class-sequencevisualizer-fontsize12-fontpathnone-
🔝https://github.com/18520339/tf2-sequence-recognition-toolkit#iv-tfseqrecvisualizer-
https://github.com/18520339/tf2-sequence-recognition-toolkit#2️⃣-function-plot_training_results-history-save_name-figsize16-14-subplot_size2-2-
🔝https://github.com/18520339/tf2-sequence-recognition-toolkit#key-features-and-functionalities
https://github.com/18520339/tf2-sequence-recognition-toolkit#v-tfseqrecutils-
🔝https://github.com/18520339/tf2-sequence-recognition-toolkit#v-tfseqrecutils-
https://github.com/18520339/tf2-sequence-recognition-toolkit#1️⃣-function-ctc_decode-predictions-max_length---tftensor-
ctc_decodehttps://www.tensorflow.org/api_docs/python/tf/keras/backend/ctc_decode
Connectionist Temporal Classificationhttps://distill.pub/2017/ctc
🔝https://github.com/18520339/tf2-sequence-recognition-toolkit#v-tfseqrecutils-
https://github.com/18520339/tf2-sequence-recognition-toolkit#2️⃣-function-tokens2sparse-batch_tokens---tfsparsetensor-
🔝https://github.com/18520339/tf2-sequence-recognition-toolkit#v-tfseqrecutils-
https://github.com/18520339/tf2-sequence-recognition-toolkit#3️⃣-function-sparse2dense-tensor-shape---tftensor-
pypi.org/project/tfseqrechttps://pypi.org/project/tfseqrec
ocr https://github.com/topics/ocr
deep-learning https://github.com/topics/deep-learning
tensorflow https://github.com/topics/tensorflow
levenshtein-distance https://github.com/topics/levenshtein-distance
text-recognition https://github.com/topics/text-recognition
optical-character-recognition https://github.com/topics/optical-character-recognition
tf-data https://github.com/topics/tf-data
ctc-loss https://github.com/topics/ctc-loss
icdar2015 https://github.com/topics/icdar2015
Readme https://github.com/18520339/tf2-sequence-recognition-toolkit#readme-ov-file
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