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Proceedings of the ... International Conference on Automatic Face and Gesture Recognition. IEEE International Conference on Automatic Face & Gesture Recognition最新文献

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Deformable Face Fitting with Soft Correspondence Constraints. 基于软对应约束的可变形人脸拟合。
Jason M Saragih, Simon Lucey, Jeffrey F Cohn

Despite significant progress in deformable model fitting over the last decade, the problem of efficient and accurate person-independent face fitting remains a challenging problem. In this work, a reformulation of the generative fitting objective is presented, where only soft correspondences between the model and the image are enforced. This has the dual effect of improving robustness to unseen faces as well as affording fitting time which scales linearly with the model's complexity. This approach is compared with three state-of-the-art fitting methods on the problem of person independent face fitting, where it is shown to closely approach the accuracy of the currently best performing method while affording significant computational savings.

尽管变形模型拟合在过去十年中取得了重大进展,但高效、准确的独立人脸拟合问题仍然是一个具有挑战性的问题。在这项工作中,提出了生成拟合目标的重新表述,其中只强制执行模型和图像之间的软对应关系。这具有双重效果,即提高了对未见人脸的鲁棒性,并提供了与模型复杂性成线性比例的拟合时间。在独立人脸拟合问题上,将该方法与三种最先进的拟合方法进行了比较,结果表明,该方法接近当前最佳表现方法的准确性,同时节省了大量计算量。
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引用次数: 5
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Proceedings of the ... International Conference on Automatic Face and Gesture Recognition. IEEE International Conference on Automatic Face & Gesture Recognition
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