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or4k2l/robust-vision

41

Production-ready framework for training robust computer vision models. Features multi-GPU support, EMA tracking, label smoothing, and comprehensive robustness evaluation across 4 noise types. Includes scalable TF.Data pipeline, automated testing, Docker support, and CLI tools. Install: pip install robust-vision

What's novel

Production-ready framework for training robust computer vision models. Features multi-GPU support, EMA tracking, label smoothing, and comprehensive robustness evaluation across 4 noise types. Includes scalable TF.Data pipeline, automated testing, Docker support, and CLI tools. Install: pip install robust-vision

Score Breakdown

Innovation
4 (25%)
Craft
38 (35%)
Traction
5 (15%)
Scope
43 (25%)

Signal breakdown

Innovation

Not Fork+1
Code Novelty+0
Unique Niche+1
Concept Novelty+2

Craft

Ci+5
Tests+5
Polish+2
Releases+3
Has License+5
Code Quality+12
Readme Quality+15
Recent Activity+7
Structure Quality+5
Commit Consistency+0
Has Dependency Mgmt+5

Traction

Forks+0
Stars+6
Hn Points+0
Watchers+0
Early Traction+0
Devto Reactions+0
Community Contribs+2

Scope

Commits+8
Languages+8
Subsystems+13
Bloat Penalty+0
Completeness+7
Contributors+6
Authored Files+12
Readme Code Match+3
Architecture Depth+7
Implementation Depth+8

Evidence

Commits

66

Contributors

2

Files

61

Active weeks

2

TestsCI/CDREADMELicenseContributing

Repository

Language

Python

Stars

1

Forks

0

License

NOASSERTION