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Informative DrawingsのPythonでのONNX推論サンプル

License: MIT License

Jupyter Notebook 99.78% Python 0.17% Dockerfile 0.05%
onnx opencv python anime-style contour-style opensketch-style

informative-drawings-onnx-sample's Introduction

Informative-Drawings-ONNX-Sample


Informative DrawingsのPythonでのONNX推論サンプルです。
ONNXに変換したモデルも同梱しています。
変換自体を試したい方はColaboratoryなどでInformative-Drawings-Convert2ONNX.ipynbを使用ください。

ONNX Model

以下3種類のモデルをコミットしています

  • anime_style_512x512.onnx
  • contour_style_512x512.onnx
  • opensketch_style_512x512.onnx

Requirement(ONNX推論)

  • OpenCV 4.5.3.56 or later
  • onnxruntime-gpu 1.9.0 or later
    ※onnxruntimeでも動作しますが、推論時間がかかるのでGPUをお勧めします

Demo

デモの実行方法は以下です。

python sample_onnx.py
  • --device
    カメラデバイス番号の指定
    デフォルト:0
  • --movie
    動画ファイルの指定 ※指定時はカメラデバイスより優先
    デフォルト:指定なし
  • --width
    カメラキャプチャ時の横幅
    デフォルト:960
  • --height
    カメラキャプチャ時の縦幅
    デフォルト:540
  • --model
    ロードするモデルの格納パス
    デフォルト:model/opensketch_style_512x512.onnx
  • --input_shape
    モデルの入力サイズ
    デフォルト:512

Reference

Author

高橋かずひと(https://twitter.com/KzhtTkhs)

License

Informative-Drawings-ONNX-Sample is under MIT License.

License(Image)

女性の画像はフリー素材ぱくたそ様の写真を利用しています。

informative-drawings-onnx-sample's People

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