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DeepOIS: Gyroscope-guided deep optical image stabilizer compensation

How to generate GT labels

We introduce Essential-Mixtures Model to calculate GT labels, which is effective. However, it requires non-trivial computation resources and is not stable. So we here provide an alternative method called Homography Mixtures.

Model and Data

The pretrain-model, benchmark, trainset could be found at google-drive

  • Download and Put GF4-Val.txt GF4-Val to the root path
  • Download and Unzippretrain-model to the root path

Here is the colab demo for illustrating the GF4 benchmark

Inference

sudo python3 test_demo.py --data_dir TestDatasetItem.npy --model_dir pretrain-model --restore_file best

Training

coming soon

Citation

@article{liu2021deepois, title={DeepOIS: Gyroscope-guided deep optical image stabilizer compensation}, author={Liu, Shuaicheng and Li, Haipeng and Wang, Zhengning and Wang, Jue and Zhu, Shuyuan and Zeng, Bing}, journal={IEEE Transactions on Circuits and Systems for Video Technology}, volume={32}, number={5}, pages={2856--2867}, year={2021}, publisher={IEEE} }

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[T-CSVT 2021]: DeepOIS: Gyroscope-Guided Deep Optical Image Stabilizer Compensation

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