Compare
Feature Importance Analyzer vs Object Detection Setup
Side-by-side comparison of Feature Importance Analyzer (Script) and Object Detection Setup (Script).
Live Data← All Comparisons
66.9
Composite Score
Feature Importance Analyzer
Script · Community
67.9
Composite Score
Object Detection Setup
Script · Ultralytics
Overall Winner
Object Detection Setup
Feature Importance Analyzer wins 1 of 6 categories · Object Detection Setup wins 3 of 6 categories
Score Comparison
Feature Importance AnalyzervsObject Detection Setup
Composite
66.9:67.9
Adoption
80:85
Quality
87:82
Freshness
82:90
Citations
70:70
Engagement
0:0
Details
FieldFeature Importance AnalyzerObject Detection Setup
TypeScriptScript
ProviderCommunityUltralytics
Version1.22.0
Categoryai-codecomputer-vision
Pricingopen-sourceopen-source
LicenseMITAGPL-3.0
DescriptionComputes and visualizes feature importance using SHAP (TreeExplainer, KernelExplainer), permutation importance, and Boruta for any scikit-learn-compatible model. Generates HTML dashboards with global/local explanations, feature interaction heatmaps, and ranked importance tables exportable to CSV.Bootstraps a production-ready object detection workflow using YOLOv8 or RT-DETR, including webcam/video stream ingestion, NMS post-processing, and annotation overlay rendering. Outputs annotated frames and a structured JSON detections log suitable for downstream analytics.
Capabilities
Only Feature Importance Analyzer
shap-explanationspermutation-importanceboruta-selectionhtml-dashboard
Shared
None
Only Object Detection Setup
real-time-detectionmulti-class-detectionvideo-stream-supportjson-export
Integrations
Only Feature Importance Analyzer
shapscikit-learnmatplotlibplotly
Shared
None
Only Object Detection Setup
ultralyticsopencvsupervision
Tags
Only Feature Importance Analyzer
feature-importanceshappermutation-importanceexplainabilityxai
Shared
None
Only Object Detection Setup
object-detectionyolobounding-boxesreal-timevision
Use Cases
Feature Importance Analyzer
- ▸model debugging
- ▸regulatory reporting
- ▸feature selection
Object Detection Setup
- ▸retail shelf monitoring
- ▸traffic analysis
- ▸warehouse automation
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