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Open solution to the Mapping Challenge :earth_americas:

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Official implementation of the [Fully Convolutional Instance-aware Semantic Segmentation](https://arxiv.org/abs/1611.07709) (FCIS) based on MXNet -> they use hickle to dump masks fast. It is wotrh checking if it is useful to...

analysis

* use datasets from the same organization (their open data-hackathons).

high-level-ideas

* Currently normalization constants `mean=0` `std=1` are hard-coded, they should be calculated on train and passed to loaders * Substitute `mean` and `std` with values from pretrained PyTorch models (i.e....

feature request

Pillow can be replaced by a faster Pillow-SIMD with little to no effort. I think it is worth trying https://github.com/uploadcare/pillow-simd

feature request