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HOGpp

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This repository contains an implementation of the rectangular histogram of oriented gradients feature descriptor (R-HOG) using integral histograms. The integral histogram representation allows to quickly compute HOG features in subregions of an image in constant time. This is particularly useful if the features in an image must be computed repeatedly, e.g., in a sliding window manner.

Features

  • C++ templated implementation
  • Python support for 32, 64, and 80 bit floating point precision
  • Unrestricted input size (e.g., OpenCV as of version 4.5.5 requires the input to be a multiple of the block size)
  • Support for arbitrary integer (8 bit to 64 bit, both signed and unsigned) and floating point input (e.g., OpenCV requires 8-bit unsigned integer input)
  • Masking support (i.e., spatial exclusion of gradient magnitudes from contributing to features)

For a complete summary of differences between HOGpp and existing implementations, refer to the feature matrix.

Getting Started

In Python:

from hogpp import IntegralHOGDescriptor

desc = IntegralHOGDescriptor()
# Load image
image = # ...
# Precompute the gradient histograms. This needs to be done only once for each image.
desc.compute(image)
# Extract the feature descriptor of a region of interest. The method can be
# called multiple times for different subregions of the above image. Note the
# use of matrix indexing along each axis opposed to Cartesian coordinates.
roi = (0, 0, 128, 64) # top left (row, column) size (height, width)
X = desc(roi)

License

HOGpp is provided under the Apache License 2.0.

Metadata

Release files for hogpp 0.2.1

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for hogpp 0.2.1
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Built distributions (wheels)

Table of built distributions (wheels) for hogpp 0.2.1
File
hogpp-0.2.1-pp311-pypy311_pp73-win_amd64.whl PyPy 3.11 PyPy 3.11 7.3 Windows x86-64 Details
hogpp-0.2.1-pp311-pypy311_pp73-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl PyPy 3.11 PyPy 3.11 7.3 Linux glibc 2.28+ x86-64, Linux glibc 2.27+ x86-64 Details
hogpp-0.2.1-pp311-pypy311_pp73-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl PyPy 3.11 PyPy 3.11 7.3 Linux glibc 2.28+ ARM64, Linux glibc 2.27+ ARM64 Details
hogpp-0.2.1-pp311-pypy311_pp73-macosx_11_0_x86_64.whl PyPy 3.11 PyPy 3.11 7.3 macOS 11.0+ x86-64 Details
hogpp-0.2.1-pp311-pypy311_pp73-macosx_11_0_arm64.whl PyPy 3.11 PyPy 3.11 7.3 macOS 11.0+ ARM64 Details
hogpp-0.2.1-cp314-cp314t-win_arm64.whl CPython 3.14 CPython 3.14 free-threading Windows ARM64 Details
hogpp-0.2.1-cp314-cp314t-win_amd64.whl CPython 3.14 CPython 3.14 free-threading Windows x86-64 Details
hogpp-0.2.1-cp314-cp314t-musllinux_1_2_x86_64.whl CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ x86-64 Details
hogpp-0.2.1-cp314-cp314t-musllinux_1_2_aarch64.whl CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ ARM64 Details
hogpp-0.2.1-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl CPython 3.14 CPython 3.14 free-threading Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64 Details
hogpp-0.2.1-cp314-cp314t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl CPython 3.14 CPython 3.14 free-threading Linux glibc 2.28+ ARM64, Linux glibc 2.27+ ARM64 Details
hogpp-0.2.1-cp314-cp314t-macosx_11_0_x86_64.whl CPython 3.14 CPython 3.14 free-threading macOS 11.0+ x86-64 Details
hogpp-0.2.1-cp314-cp314t-macosx_11_0_arm64.whl CPython 3.14 CPython 3.14 free-threading macOS 11.0+ ARM64 Details
hogpp-0.2.1-cp314-cp314-win_arm64.whl CPython 3.14 CPython 3.14 Windows ARM64 Details
hogpp-0.2.1-cp314-cp314-win_amd64.whl CPython 3.14 CPython 3.14 Windows x86-64 Details
hogpp-0.2.1-cp314-cp314-musllinux_1_2_x86_64.whl CPython 3.14 CPython 3.14 Linux musl 1.2+ x86-64 Details
hogpp-0.2.1-cp314-cp314-musllinux_1_2_aarch64.whl CPython 3.14 CPython 3.14 Linux musl 1.2+ ARM64 Details
hogpp-0.2.1-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl CPython 3.14 CPython 3.14 Linux glibc 2.28+ x86-64, Linux glibc 2.27+ x86-64 Details
hogpp-0.2.1-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl CPython 3.14 CPython 3.14 Linux glibc 2.27+ ARM64, Linux glibc 2.28+ ARM64 Details
hogpp-0.2.1-cp314-cp314-macosx_11_0_x86_64.whl CPython 3.14 CPython 3.14 macOS 11.0+ x86-64 Details
hogpp-0.2.1-cp314-cp314-macosx_11_0_arm64.whl CPython 3.14 CPython 3.14 macOS 11.0+ ARM64 Details
hogpp-0.2.1-cp313-cp313t-win_arm64.whl CPython 3.13 CPython 3.13 free-threading Windows ARM64 Details
hogpp-0.2.1-cp313-cp313t-win_amd64.whl CPython 3.13 CPython 3.13 free-threading Windows x86-64 Details
hogpp-0.2.1-cp313-cp313t-musllinux_1_2_x86_64.whl CPython 3.13 CPython 3.13 free-threading Linux musl 1.2+ x86-64 Details
hogpp-0.2.1-cp313-cp313t-musllinux_1_2_aarch64.whl CPython 3.13 CPython 3.13 free-threading Linux musl 1.2+ ARM64 Details
hogpp-0.2.1-cp313-cp313t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl CPython 3.13 CPython 3.13 free-threading Linux glibc 2.28+ x86-64, Linux glibc 2.27+ x86-64 Details
hogpp-0.2.1-cp313-cp313t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl CPython 3.13 CPython 3.13 free-threading Linux glibc 2.28+ ARM64, Linux glibc 2.27+ ARM64 Details
hogpp-0.2.1-cp313-cp313t-macosx_11_0_x86_64.whl CPython 3.13 CPython 3.13 free-threading macOS 11.0+ x86-64 Details
hogpp-0.2.1-cp313-cp313t-macosx_11_0_arm64.whl CPython 3.13 CPython 3.13 free-threading macOS 11.0+ ARM64 Details
hogpp-0.2.1-cp313-cp313-win_arm64.whl CPython 3.13 CPython 3.13 Windows ARM64 Details
hogpp-0.2.1-cp313-cp313-win_amd64.whl CPython 3.13 CPython 3.13 Windows x86-64 Details
hogpp-0.2.1-cp313-cp313-musllinux_1_2_x86_64.whl CPython 3.13 CPython 3.13 Linux musl 1.2+ x86-64 Details
hogpp-0.2.1-cp313-cp313-musllinux_1_2_aarch64.whl CPython 3.13 CPython 3.13 Linux musl 1.2+ ARM64 Details
hogpp-0.2.1-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl CPython 3.13 CPython 3.13 Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64 Details
hogpp-0.2.1-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl CPython 3.13 CPython 3.13 Linux glibc 2.27+ ARM64, Linux glibc 2.28+ ARM64 Details
hogpp-0.2.1-cp313-cp313-macosx_11_0_x86_64.whl CPython 3.13 CPython 3.13 macOS 11.0+ x86-64 Details
hogpp-0.2.1-cp313-cp313-macosx_11_0_arm64.whl CPython 3.13 CPython 3.13 macOS 11.0+ ARM64 Details
hogpp-0.2.1-cp312-cp312-win_arm64.whl CPython 3.12 CPython 3.12 Windows ARM64 Details
hogpp-0.2.1-cp312-cp312-win_amd64.whl CPython 3.12 CPython 3.12 Windows x86-64 Details
hogpp-0.2.1-cp312-cp312-musllinux_1_2_x86_64.whl CPython 3.12 CPython 3.12 Linux musl 1.2+ x86-64 Details
hogpp-0.2.1-cp312-cp312-musllinux_1_2_aarch64.whl CPython 3.12 CPython 3.12 Linux musl 1.2+ ARM64 Details
hogpp-0.2.1-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl CPython 3.12 CPython 3.12 Linux glibc 2.28+ x86-64, Linux glibc 2.27+ x86-64 Details
hogpp-0.2.1-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl CPython 3.12 CPython 3.12 Linux glibc 2.27+ ARM64, Linux glibc 2.28+ ARM64 Details
hogpp-0.2.1-cp312-cp312-macosx_11_0_x86_64.whl CPython 3.12 CPython 3.12 macOS 11.0+ x86-64 Details
hogpp-0.2.1-cp312-cp312-macosx_11_0_arm64.whl CPython 3.12 CPython 3.12 macOS 11.0+ ARM64 Details
hogpp-0.2.1-cp311-cp311-win_arm64.whl CPython 3.11 CPython 3.11 Windows ARM64 Details
hogpp-0.2.1-cp311-cp311-win_amd64.whl CPython 3.11 CPython 3.11 Windows x86-64 Details
hogpp-0.2.1-cp311-cp311-musllinux_1_2_x86_64.whl CPython 3.11 CPython 3.11 Linux musl 1.2+ x86-64 Details
hogpp-0.2.1-cp311-cp311-musllinux_1_2_aarch64.whl CPython 3.11 CPython 3.11 Linux musl 1.2+ ARM64 Details
hogpp-0.2.1-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl CPython 3.11 CPython 3.11 Linux glibc 2.28+ x86-64, Linux glibc 2.27+ x86-64 Details
hogpp-0.2.1-cp311-cp311-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl CPython 3.11 CPython 3.11 Linux glibc 2.27+ ARM64, Linux glibc 2.28+ ARM64 Details
hogpp-0.2.1-cp311-cp311-macosx_11_0_x86_64.whl CPython 3.11 CPython 3.11 macOS 11.0+ x86-64 Details
hogpp-0.2.1-cp311-cp311-macosx_11_0_arm64.whl CPython 3.11 CPython 3.11 macOS 11.0+ ARM64 Details
hogpp-0.2.1-cp310-cp310-win_arm64.whl CPython 3.10 CPython 3.10 Windows ARM64 Details
hogpp-0.2.1-cp310-cp310-win_amd64.whl CPython 3.10 CPython 3.10 Windows x86-64 Details
hogpp-0.2.1-cp310-cp310-musllinux_1_2_x86_64.whl CPython 3.10 CPython 3.10 Linux musl 1.2+ x86-64 Details
hogpp-0.2.1-cp310-cp310-musllinux_1_2_aarch64.whl CPython 3.10 CPython 3.10 Linux musl 1.2+ ARM64 Details
hogpp-0.2.1-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl CPython 3.10 CPython 3.10 Linux glibc 2.28+ x86-64, Linux glibc 2.27+ x86-64 Details
hogpp-0.2.1-cp310-cp310-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl CPython 3.10 CPython 3.10 Linux glibc 2.28+ ARM64, Linux glibc 2.27+ ARM64 Details
hogpp-0.2.1-cp310-cp310-macosx_11_0_x86_64.whl CPython 3.10 CPython 3.10 macOS 11.0+ x86-64 Details
hogpp-0.2.1-cp310-cp310-macosx_11_0_arm64.whl CPython 3.10 CPython 3.10 macOS 11.0+ ARM64 Details
hogpp-0.2.1-cp39-cp39-win_arm64.whl CPython 3.9 CPython 3.9 Windows ARM64 Details
hogpp-0.2.1-cp39-cp39-win_amd64.whl CPython 3.9 CPython 3.9 Windows x86-64 Details
hogpp-0.2.1-cp39-cp39-musllinux_1_2_x86_64.whl CPython 3.9 CPython 3.9 Linux musl 1.2+ x86-64 Details
hogpp-0.2.1-cp39-cp39-musllinux_1_2_aarch64.whl CPython 3.9 CPython 3.9 Linux musl 1.2+ ARM64 Details
hogpp-0.2.1-cp39-cp39-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl CPython 3.9 CPython 3.9 Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64 Details
hogpp-0.2.1-cp39-cp39-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl CPython 3.9 CPython 3.9 Linux glibc 2.28+ ARM64, Linux glibc 2.27+ ARM64 Details
hogpp-0.2.1-cp39-cp39-macosx_11_0_x86_64.whl CPython 3.9 CPython 3.9 macOS 11.0+ x86-64 Details
hogpp-0.2.1-cp39-cp39-macosx_11_0_arm64.whl CPython 3.9 CPython 3.9 macOS 11.0+ ARM64 Details

Total release size: 48.7 MB

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