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This codebase builds on a number of open-source projects:
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- **SOSNet** ([Tian et al., 2019](https://github.com/scape-research/SOSNet)) — base descriptor.
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- **HardNet** ([Mishchuk et al., 2017](https://github.com/DagnyT/hardnet)) — base descriptor.
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- **InvSfM / `dangwal21`** — descriptor inversion baseline.
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- **Mitigating Reverse Engineering Attacks on
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Local Feature Descriptors** [dangwal et al., 2021](https://www.bmva-archive.org.uk/bmvc/2021/assets/papers/1603.pdf) ** — descriptor inversion baseline.
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- **MegaDepth** ([Li & Snavely, 2018](https://www.cs.cornell.edu/projects/megadepth/)) — adversarial training data.
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- **HPatches** ([Balntas et al., 2017](https://hpatches.github.io/)) — matching benchmark.
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- **PyTorch Lightning**, **Hydra**, **kornia**, **torchvision** — frameworks.

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