[R] MGBP : Multi-Grid Back-Projection super-resolution

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​ https://i.redd.it/i2g3akxx4hd21.png Paper at AAAI 2019: https://arxiv.org/abs/1809.09326 Paper at ECCV PIRM 2018: https://arxiv.org/abs/1809.10711 (2nd best perceptual quality) Github: https://github.com/pnavarre/pirm-sr-2018 ​ Abstract (AAAI-2019): We introduce a novel deep-learning architecture for image upscaling by large factors (e.g. 4x, 8x) based on examples of pristine high-resolution images. Our target is to reconstruct high-resolution […]

[R] Learning Role-based Graph Embeddings (IJCAI 2018)

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​ ​ https://i.redd.it/7ygs7gof2dd21.png Python: https://github.com/benedekrozemberczki/role2vec Paper: https://arxiv.org/pdf/1802.02896.pdf Abstract: Random walks are at the heart of many existing network embedding methods. However, such algorithms have many limitations that arise from the use of random walks, e.g., the features resulting from these methods are unable to transfer to new nodes and graphs […]