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Bio-Inspired Texture Descriptor

Project description

BiT

BiT is a novel approach capable of quantifying a complex system of diverse patterns through species diversity and richness, and taxonomic distinctiveness. It considers an image as a species ecosystem and computes species diversity and richness measures, and taxonomic indices to describe the texture. BiT takes advantage of ecological patterns' invariance characteristics to build a permutation, rotation, and translation invariant descriptor. Experiments on different datasets have shown that BiT texture descriptor has advantages over several texture descriptors and deep methods.

For more details, please check the paper available at https://arxiv.org/abs/2102.06997

Installation

Run the following to install:

pip install Bitdesc==0.0.3

Developing BiT

TO install BiT, along with the tools you need to develop and run tests, run the following in your virtualenv:

$ pip install -e .[dev]

Contributors

Steve Ataky & Alessandro Koerich

Project details


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Source Distribution

Bitdesc-0.0.3.tar.gz (11.6 MB view hashes)

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