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gt-audit v0.1.0

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@ishaileshpant ishaileshpant released this 05 Feb 13:37
· 3 commits to main since this release
v0.1.0
33f49db

gt-audit v0.1.0 - Initial Release

Fast ground truth label validation for object detection datasets.

Features

  • YOLO model inference via ONNX Runtime
  • Parallel image processing with rayon
  • JSON report generation
  • CI/CD ready with fail thresholds
  • Support for YOLO format datasets

Usage

# Validate dataset with YOLO model
gt-audit validate /path/to/dataset --model model.onnx --confidence 0.25 --output report.json

# Show dataset info
gt-audit info /path/to/dataset

# CI/CD mode - fail if too many issues
gt-audit validate /path/to/dataset --model model.onnx --fail-on-high 10

Issue Types

  • class_mismatch (High): Model detects different class than GT
  • missing_label (Medium): Model detects object not in GT
  • spurious_label (Low): GT has label model doesn't detect

Installation

cargo install --git https://github.com/ARTIFACTIQ/gt-audit

Or build from source:

git clone https://github.com/ARTIFACTIQ/gt-audit
cd gt-audit
cargo build --release
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