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pytorch/vision

Establishedrank #163

Datasets, Transforms and Models specific to Computer Vision

17.9k+89 · 7d 7.3k 229est. BSD-3-ClausePythonpushed 7m ago
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Composite

67

conf 65%

Momentum

54

conf 60%

Vitality (PVI)

72

conf 67%

Community

61

conf 60%

Security & maint.

87

conf 85%

Ecosystem influence

71

conf 60%

Opportunity

61

conf 60%

Breakout · 7d

49%

conf 71%

Executive summary

vision is currently classified as established with a composite score of 67/100. Momentum (54) and vitality (72) are aligned — growth is backed by sustained maintenance. Estimated 7-day gain of 89 stars against a 17.9k-star base. Risk is assessed as low; the interpretable model puts its probability of entering the top trend cohort within 7 days at 49%.

Video breakdown

@gptaiclips on YouTube
Claude Opus 4.7: Anthropic's Most Capable AI Model Yet #shortsClaude Opus 4.7: Anthropic's Most Capable AI Model Yet #shorts5mo ago

90-day trajectory

+367 · 30d
2026-07-012026-09-28

Score breakdown

Every input, weight and normalized value — nothing hidden. Inputs marked est. are estimated until the full ingestion pipeline lands.

Momentum

Star velocityest.25%54
Star accelerationest.15%52
Fork velocityest.10%41
Contributor growthest.10%66
Issue activity growthest.10%76
PR activity growthest.10%66
External mention velocityest.10%4
Release event impactest.5%72
Trending-rank persistenceest.5%63

Model tn-interpretable-1.0.0 · confidence 60% · coverage 100%

Project Vitality Index

Commit consistency20%100
Release cadenceest.15%94
PR responsivenessest.15%51
Issue responsivenessest.15%45
Contributor diversityest.10%87
Maintainer continuityest.10%73
Documentation qualityest.5%58
Dependency freshnessest.5%48
Security hygieneest.5%52

Model tn-interpretable-1.0.0 · confidence 67% · coverage 100%

Security & maintenance

Release recency25%100
License clarity20%92
Maintenance status25%100
Dependency stalenessest.15%46
Bus factorest.15%78

Model tn-interpretable-1.0.0 · confidence 85% · coverage 100%

Ecosystem influence

Dependent repositoriesest.30%93
Quality-weighted dependentsest.20%67
Documentation citationsest.15%66
Contributor overlapest.15%36
Registry adoptionest.10%63
Topic centralityest.10%75

Model tn-interpretable-1.0.0 · confidence 60% · coverage 92% · missing: packageRegistryAdoption