| ---
|
| library_name: onnx
|
| tags:
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| - manga
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| - reading-order
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| - object-detection
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| - onnx
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| - onnxruntime-web
|
| ---
|
|
|
| # YoloPiece One-Shot Models
|
|
|
| Unified browser package for Poneglyph one-shot analysis.
|
|
|
| This bundle replaces the previous ReaderNet runtime with two small pairwise
|
| rankers. The bubble detector is preserved, and the panel detector is included
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| because the worker assigns bubbles to panels before in-panel ordering.
|
|
|
| ## Files
|
|
|
| - `bubble_detector.onnx`: preserved YOLO bubble detector.
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| - `panel_detector.onnx`: YOLO panel detector used to assign bubbles to panels.
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| - `panel_order.onnx`: new pairwise panel ordering ranker.
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| - `bubble_order.onnx`: new pairwise in-panel bubble ordering ranker.
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| - `global_bubble_order.onnx`: optional page-level reranker, present only when benchmark-enabled.
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| - `model_manifest.json`: checksums, sizes, and runtime metadata.
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| - `metrics/`: held-out evaluation reports.
|
|
|
| ## Reading Order Metrics
|
|
|
| - Test pages: 31
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| - Panel exact order: 1.0000
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| - Bubble exact order inside panels: 0.9596
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| - Page full accuracy: 0.8387 (26/31)
|
|
|
| The page full-accuracy metric compares the complete predicted bubble sequence
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| against the ground truth sequence for held-out pages.
|
|
|
| ## Detector Metrics
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|
|
| - Panel detector mAP50: 0.9940
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| - Panel detector mAP50-95: 0.9861
|
|
|
| ## Runtime
|
|
|
| The frontend worker loads these files from:
|
|
|
| `https://huggingface.co/Remidesbois/YoloPiece_OneShot_Models/resolve/main/<file>`
|
|
|
|
|
| ## Optional Global Bubble Reranker
|
|
|
| - `global_bubble_order.onnx`: enabled by the completed benchmark.
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| - Feature count: 108
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| - Selected experiment: `global_bubble_reranker_v1__sklearn-logistic__borda-vertical-repair`
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| - Page full accuracy: 0.9677
|
| - Global pairwise accuracy: 0.9993
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|
|
|
|
