updated results

[ternaus]

Summary by Sourcery

Add support for HSV transformation and update library versions in the benchmarking suite. Improve statistical calculations and update pre-commit configurations.

New Features:

• Add support for HSV transformation in the benchmarking suite.

Enhancements:

• Update the benchmarking suite to use the latest versions of libraries, including albumentations 1.4.21, numpy 2.1.3, torchvision 0.20.1, and ultralytics 8.3.27.
• Improve the statistical calculation in the benchmarking suite by using the unbiased standard deviation (ddof=1).
• Enhance the pre-commit configuration by updating ruff to v0.7.2 and pyproject-fmt to v2.5.0.

Documentation:

• Update documentation to reflect the new library versions and benchmark parameters.

[sourcery-ai]

Reviewer's Guide by Sourcery

This PR updates benchmark results and adds support for ultralytics library and HSV transform. The changes include updating library versions, adding new transforms, and improving benchmark statistics calculation. The benchmark now runs 20 iterations instead of 10 for better statistical significance.

No diagrams generated as the changes look simple and do not need a visual representation.

File-Level Changes

Change	Details	Files
Updated benchmark parameters and results	Increased number of runs per transform from 10 to 20 Updated library versions (albumentations 1.4.21, torchvision 0.20.1) Added standard deviation calculation with Bessel's correction (ddof=1) Updated benchmark results for all transforms with new measurements	output/albumentations_results.json output/kornia_results.json output/imgaug_results.json output/augly_results.json output/comparison.md README.md
Added support for ultralytics library and HSV transform	Added HSV transform implementation for albumentations Added ultralytics to the list of benchmarked libraries Added image loader support for ultralytics library	benchmark/transforms/albumentations_impl.py benchmark/transforms/specs.py benchmark/utils.py run_all.sh requirements/ultralytics.txt
Added missing transform implementations in imgaug	Added Brightness transform implementation Added Contrast transform implementation	benchmark/transforms/imgaug_impl.py
Development environment updates	Updated ruff pre-commit hook to v0.7.2 Updated pyproject-fmt to v2.5.0 Added BLE001 to ruff ignore list	.pre-commit-config.yaml pyproject.toml

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[sourcery-ai]

Hey @ternaus - I've reviewed your changes and they look great!

Here's what I looked at during the review

• 🟢 General issues: all looks good
• 🟢 Security: all looks good
• 🟢 Testing: all looks good
• 🟡 Complexity: 1 issue found
• 🟢 Documentation: all looks good

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