FastHOG

Reasonably fast implementation of Histogram of Oriented Gradients. Designed to be roughly equivalent to skimage.feature.hog. While slightly less flexible (it only supports float64 single-channel images), it is significantly faster, so ideal in workloads where HOG calculation is a bottleneck, as was in the https://github.com/flatironinstitute/ManifoldEM project that inspired this repository.

Installation

pip install fasthog

Usage

Example taken from https://scikit-image.org/docs/stable/auto_examples/features_detection/plot_hog.html

from fasthog import hog
from skimage import data
from skimage.color import rgb2gray

image = rgb2gray(data.astronaut())

fd, hog_image = hog(
    image,
    n_bins=8,
    pixels_per_cell=(16, 16),
    cells_per_block=(1, 1),
)

fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(8, 4), sharex=True, sharey=True)

ax1.axis('off')
ax1.imshow(image, cmap=plt.cm.gray)
ax1.set_title('Input image')

# Rescale histogram for better display
hog_image_rescaled = exposure.rescale_intensity(hog_image, in_range=(0, 10))

ax2.axis('off')
ax2.imshow(hog_image_rescaled, cmap=plt.cm.gray)
ax2.set_title('Histogram of Oriented Gradients')
plt.show()

Project links

Key dates

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  • Released:
Latest release

1 maintainer

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Avatar for rblackwell from gravatar.com rblackwell

Credits

Author: Robert Blackwell

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Metadata

Project links

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  • Released:
Latest release

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Author: Robert Blackwell

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Release files for fasthog 0.1.7

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fasthog-0.1.7-pp310-pypy310_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 16.5 kB PyPy 3.10 PyPy 3.10 7.3 Linux glibc 2.17+ x86-64 Details
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fasthog-0.1.7-cp313-cp313-musllinux_1_2_x86_64.whl 1.0 MB CPython 3.13 CPython 3.13 Linux musl 1.2+ x86-64 Details
fasthog-0.1.7-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 16.5 kB CPython 3.13 CPython 3.13 Linux glibc 2.17+ x86-64 Details
fasthog-0.1.7-cp312-cp312-musllinux_1_2_x86_64.whl 1.0 MB CPython 3.12 CPython 3.12 Linux musl 1.2+ x86-64 Details
fasthog-0.1.7-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 16.5 kB CPython 3.12 CPython 3.12 Linux glibc 2.17+ x86-64 Details
fasthog-0.1.7-cp311-cp311-musllinux_1_2_x86_64.whl 1.0 MB CPython 3.11 CPython 3.11 Linux musl 1.2+ x86-64 Details
fasthog-0.1.7-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 16.5 kB CPython 3.11 CPython 3.11 Linux glibc 2.17+ x86-64 Details
fasthog-0.1.7-cp311-cp311-macosx_11_0_arm64.whl 12.4 kB CPython 3.11 CPython 3.11 macOS 11.0+ ARM64 Details
fasthog-0.1.7-cp310-cp310-musllinux_1_2_x86_64.whl 1.0 MB CPython 3.10 CPython 3.10 Linux musl 1.2+ x86-64 Details
fasthog-0.1.7-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 16.5 kB CPython 3.10 CPython 3.10 Linux glibc 2.17+ x86-64 Details
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fasthog-0.1.7-cp39-cp39-musllinux_1_2_x86_64.whl 1.0 MB CPython 3.9 CPython 3.9 Linux musl 1.2+ x86-64 Details
fasthog-0.1.7-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 16.5 kB CPython 3.9 CPython 3.9 Linux glibc 2.17+ x86-64 Details
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fasthog-0.1.7-cp38-cp38-musllinux_1_2_x86_64.whl 1.0 MB CPython 3.8 CPython 3.8 Linux musl 1.2+ x86-64 Details
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Release files / fasthog-0.1.7-cp37-cp37m-musllinux_1_2_x86_64.whl

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Release files / fasthog-0.1.7-cp36-cp36m-musllinux_1_2_x86_64.whl

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