Compare
Object Detection Setup vs Feature Importance Analyzer
Side-by-side comparison of Object Detection Setup (Script) and Feature Importance Analyzer (Script).
Live Data← All Comparisons
67.9
Composite Score
Object Detection Setup
Script · Ultralytics
66.9
Composite Score
Feature Importance Analyzer
Script · Community
Overall Winner
Object Detection Setup
Object Detection Setup wins 3 of 6 categories · Feature Importance Analyzer wins 1 of 6 categories
Score Comparison
Object Detection SetupvsFeature Importance Analyzer
Composite
67.9:66.9
Adoption
85:80
Quality
82:87
Freshness
90:82
Citations
70:70
Engagement
0:0
Details
FieldObject Detection SetupFeature Importance Analyzer
TypeScriptScript
ProviderUltralyticsCommunity
Version2.01.2
Categorycomputer-visionai-code
Pricingopen-sourceopen-source
LicenseAGPL-3.0MIT
DescriptionBootstraps 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.Computes 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.
Capabilities
Only Object Detection Setup
real-time-detectionmulti-class-detectionvideo-stream-supportjson-export
Shared
None
Only Feature Importance Analyzer
shap-explanationspermutation-importanceboruta-selectionhtml-dashboard
Integrations
Only Object Detection Setup
ultralyticsopencvsupervision
Shared
None
Only Feature Importance Analyzer
shapscikit-learnmatplotlibplotly
Tags
Only Object Detection Setup
object-detectionyolobounding-boxesreal-timevision
Shared
None
Only Feature Importance Analyzer
feature-importanceshappermutation-importanceexplainabilityxai
Use Cases
Object Detection Setup
- ▸retail shelf monitoring
- ▸traffic analysis
- ▸warehouse automation
Feature Importance Analyzer
- ▸model debugging
- ▸regulatory reporting
- ▸feature selection
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