Image augmentation for computer vision. AGPL-3.0-only or commercial licensing.
C-Rank Grade: A (Welcoming) - 70/100
External PR Merge Rate: 88%
Response Time: 17h
First Timer Success: 50%
albumentations-team/AlbumentationsX has a recorded first-timer success rate of 50.0%. Repositories ranked A typically provide actionable feedback during code reviews and actively nurture new community contributors.
Maintainers in albumentations-team/AlbumentationsX respond to incoming external pull requests in approximately 17.4 hours on average. Keeping PRs focused on single tasks and ensuring tests pass helps maintainers review faster.
The C-Rank™ system evaluates GitHub projects on a 0–100 scale using real data: PR merge rates, review turnaround time, active maintainer presence, and first-time contributor success. A score of 69.8 places albumentations-team/AlbumentationsX in the A tier.
The external contributor pull request merge rate for albumentations-team/AlbumentationsX is 88.2%, based on public PR activity from non-core contributors.
albumentations-team/AlbumentationsX does not currently have active "good first issue" tags indexed, but accepts external contributions through standard GitHub issue tracking.
Strict review standards in albumentations-team/AlbumentationsX. Ensure PR scope matches issue requirements closely before requesting review.
Average Response Latency
Tracks hours until a maintainer leaves a review, comment, or PR response.
External Acceptance Rate
Percentage of community pull requests successfully merged into main.
First PR Conversion
Rate at which developers submitting their first repository PR succeed.
Show contributors that your repository actively reviews and merges external pull requests.
[](https://getmerged.abhishekco.de/albumentations-team/AlbumentationsX?utm_source=github&utm_medium=badge)
Historical health & responsiveness evolution
External PR acceptance
First PR success rate
50% receive response in
90% receive response in
Maintainer review activity heatmap & prime window prediction
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Detected: UTC
Maintainers are most responsive around 10:00 UTC (10:00 UTC in your timezone). Recommended submission window is Wednesday - Friday from 09:00 to 13:00 UTC (09:00 - 13:00 UTC local).
Maintainer Strategy: Maintainer Sweet Spot: PRs under 150 lines merge in ~11 hours (96% approval). Large PRs (>500 lines) take ~84 hours (40% approval). Keep your diff compact for rapid review.
This is a non-closing issue — there is always something that can be made faster. Performance optimization is an ongoing effort, and any speedups in any transforms are welcome. Benchmarks We maintain benchmarks in the repository: https://github.com/albumentations-team/benchmark Current benchmark reports: RGB uint8 images https://albumentations.ai/docs/benchmarks/image-benchmarks/ 9-channel uint8 images https://albumentations.ai/docs/benchmarks/multichannel-benchmarks/ Videos https://albumentations.ai/docs/benchmarks/video-benchmarks/ The comparison currently includes only transforms that also exist in Kornia and torchvision. However, Albumentations contains many additional transforms, and optimizing those is equally valuable. Ways to Improve Performance Possible optimization directions include: 1. Algorithmic Improvements Better algorithms Replacing slow operations with faster alternatives Currently used libraries: numpy opencv simsimd stringzilla We may also integrate P
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When evaluating whether to contribute to albumentations-team/AlbumentationsX, response velocity and maintainer engagement are crucial. GetMerged continuously tracks pull request trajectories, first-comment latency, and code review rounds to help developers avoid submitting pull requests to backlogged repositories.
Currently, maintainers of albumentations-team/AlbumentationsX acknowledge new external contributions in approximately 17 hours. Out of all submitted pull requests from non-core authors in the last 180-day window, 88.2% were successfully merged into the primary branch.
albumentations-team/AlbumentationsX has a recorded first-timer success rate of 50.0%. Repositories ranked Welcoming typically provide actionable feedback during code reviews and actively nurture new community contributors.
The initial maintainer response time averages ~17 hours. Keeping PRs scoped to single concerns and ensuring CI checks succeed will optimize review turnaround.
The C-Rank™ index scores repositories on a 0 to 100 scale using an objective formula: external PR merge rates, initial response speed, active maintainer count, and first-time contributor retention. A score of 69.8 places albumentations-team/AlbumentationsX in the Welcoming tier.
The external pull request merge rate is 88.2%. GetMerged isolates non-core community contributions so external developers get an accurate benchmark of PR acceptance probability.
albumentations-team/AlbumentationsX does not have open beginner labels indexed currently, but external PRs for bugs and documentation improvements are evaluated via normal issue triage.
All metrics displayed for albumentations-team/AlbumentationsX are automatically retrieved via the public GitHub API and recalculated daily. Insider pull requests submitted by repository owners or organization members are excluded from merge rate calculations to preserve objective external contributor statistics.