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Local2Global

Python implementation of the local2global patch embedding synchronisation method used in 1. This code uses embeddings for a set of overlapping patches as input and aligns them to obtain a global embedding. The alignment step is based on the eigenvector synchronisation method of 2. Source code is hosted on GitHub.

References

1

L. G. S. Jeub, G. Colavizza, X. Dong, M. Bazzi, M. Cucuringu (2021). Local2Global: Scaling global representation learning on graphs via local training. DLG-KDD’21. arXiv:2107.12224 [cs.LG]

2

M. Cucuringu, Y. Lipman, A. Singer (2012). Sensor network localization by eigenvector synchronization over the euclidean group. ACM Transactions on Sensor Networks 8.3. DOI: 10.1145/2240092.2240093

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