Image Classification
Keras
ONNX
PyTorch
Japanese
japanese
kanji
kana
handwriting-recognition
character-recognition
ocr
cnn
Instructions to use gaiseras/kanjiDNN with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Keras
How to use gaiseras/kanjiDNN with Keras:
# !pip install -U keras tensorflow huggingface_hub # Keras needs TensorFlow installed to read "hf://" paths, so the tensorflow backend is selected here; # "jax" and "torch" also work for computation once TensorFlow is installed. import os os.environ["KERAS_BACKEND"] = "tensorflow" import keras model = keras.saving.load_model("hf://gaiseras/kanjiDNN") - Notebooks
- Google Colab
- Kaggle
Commit History
10 days ago
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Add KanjiDNN v4: JIS Level 1+2 (6,541 classes), 98.6% on held-out real handwriting
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Upload README.md with huggingface_hub
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Add KanjiDNN v3: PyTorch/ONNX model for finger-drawn kanji recognition
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Upload config.json
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Rename KanjiDNN2_v2.keras to KanjiDNN_v2.keras
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Rename KanjiDNN2.keras to KanjiDNN2_v2.keras
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Verified signature# 🧠 Model Description This is a Convolutional Neural Network (CNN) model designed to classify individual Japanese characters, including: - **Kanji** - **Kana** (Hiragana and Katakana) - **Romaji** (Latin characters) - **Punctuation** - **Digits** The model supports both **handwritten** and **printed** styles. It processes **64×64 grayscale** input images and outputs the corresponding character class. --- # 📚 Training Data The model was trained on a diverse set of sources: - **Self-generated images** - **SVG graphics** extracted from [KanjiVG](https://kanjivg.tagaini.net/) - **ETL9G dataset** from the [ETL Character Database](http://etlcdb.db.aist.go.jp/the-etl-character-database/) --- # 🔧 Intended Use This model is intended for: - Recognition of handwritten characters (similar to approaches like [sljfaq](https://kanji.sljfaq.org/)) - Serving as a basis for full-text OCR - Educational tools for character recognition - Research in handwriting recognition and multilingual OC…c80288e -
initial commit
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