implement fast image resize

[edgarriba]

• implement the fast_image_resizze crate that uses simd instructions to accelerate
• split the resize functionality into: resize_native (ndarray::zip) / resize_fast
  • limitations: the fast version only supports now u8/3channels
• deprecate the ResizeInterpolationOptions in favour to normalize the apo
• expose to python and add benchmark

Benchmark:

• compile for release: maturin develop -m py-kornia/Cargo.toml --release
• execute benchmark: python py-kornia/benchmark/bench_resize.py

OpenCV: 0.04 ms
PIL-simd: 0.06 ms
Kornia: 0.07 ms