Hformer

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Hformer: Hybrid CNN-Transformer for Single Wrapped Phase to Fringe Order Prediction Fringe Projection 3D measurement

Hformer 최신버젼 다운로드

최종 버전 다운로드 (.zip)

// repository documentation

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## Xinjun Zhu, Zhiqiang Han, Mengkai Yuan, Qinghua Guo, Hongyi Wang, Limei Song, "Hformer: hybrid convolutional neural network transformer network for fringe order prediction in phase unwrapping of fringe projection," Opt. Eng. 61(9), 093107 (2022), doi: 10.1117/1.OE.61.9.093107.

# Note
* The code is tested with python=3.7 and paddlepaddle=2.0.2

# Begin to train
* python PaddleSeg/train.py --config PaddleSeg/configs/Hformer/Hformer.yml --do_eval --use_vdl

# Begin to test
* python PaddleSeg/predict.py --config PaddleSeg/configs/Hformer/Hformer.yml --model_path output/best_model/model.pdparams --image_path dataset path --save_dir result --aug_pred  --is_slide --crop_size 384 384 --stride 256 96

# Begin to test with horizontal flip and vertical flip
* python PaddleSeg/predict.py --config PaddleSeg/configs/Hformer/Hformer.yml --model_path output/best_model/model.pdparams --image_path dataset path --save_dir result --aug_pred  --is_slide --crop_size 384 384 --stride 256 96  --flip_horizontal --flip_vertical

# Requirements
* pip install -r requirements.txt

# References of datasets
* [1]  Qian, J., Feng, S., Tao, T., Hu, Y., Li, Y., Chen, Q., Zuo, C.: Deep learning-enabled geometric constraints and phase unwrapping for single shot absolute 3d shape measurement. Apl Photonics 5(4), 046105 (2020). https://doi.org/10.1063/5.0003217
* [2] Zuo, C., Qian, J., Feng, S. et al. Deep learning in optical metrology: a review. Light Sci Appl 11, 39 (2022). https://doi.org/10.1038/s41377-022-00714-x
# Acknowledgement
* codebase of CAT block from https://github.com/linhezheng19/CAT
* codebase of Patch Expanding from https://github.com/HuCaoFighting/Swin-Unet

# Citation
Xinjun Zhu, Zhiqiang Han, Mengkai Yuan, Qinghua Guo, Hongyi Wang, Limei Song, "Hformer: hybrid convolutional neural network transformer network for fringe order prediction in phase unwrapping of fringe projection," Opt. Eng. 61(9), 093107 (2022), doi: 10.1117/1.OE.61.9.093107.

Hformer

Hformer 최신버젼 다운로드

오늘의 추천 프로젝트

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Hformer

Hformer 최신버젼 다운로드

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