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WoodVision — Industrial Wood Intelligence Platform
AI-assisted industrial wood inspection: species classification, visual defect localization, and preliminary quality grading for sawmills and timber processing plants.
Informazioni su questo modello
WoodVision: Industrial Wood Intelligence & Automated Defect Screening
WoodVision is an AI-powered industrial timber screening and quality analytics platform designed for primary sawmills, remanufacturing plants, veneer mills, and lumber distribution yards. Built on advanced multimodal computer vision, WoodVision automates preliminary species identification, surface defect localization, and visual grading from camera images and conveyor video feeds—providing continuous decision support while maintaining strict scientific boundaries about surface optical inspection.
Key Capabilities & Architecture
1. Surface Defect Localization & Classification
- Comprehensive Defect Taxonomy: Detects and localizes sound knots, loose/dead knots, pin knots, bark pockets, checks, splits, fungal stain, decay, wane, and insect bore holes.
- Normalized Bounding Boxes: Highlights defect regions with spatial coordinates and area percentages for precise grading compliance.
2. Preliminary Species & Product Classification
- Probable Species Estimation: Identifies commercial softwood and hardwood species based on macro surface grain, color, and pore structures.
- Product Form Categorization: Classifies sawn timber, dimension lumber, live-edge cants, flitches, and wood panel surfaces.
3. Scientific Honesty & Responsible Safety Policy
- Strict Decision-Support Designation: Explicitly designed as operator decision support. Non-visible internal characteristics (internal rot, ring shake, core voids, moisture %, MOE/MOR) are never falsely claimed from RGB media.
- Clear Audit States: Flagged results carry standardized statuses:
PRELIMINARY_AI_ESTIMATE,REQUIRES_CERTIFIED_HUMAN_INSPECTION, orREQUIRES_SENSOR_VERIFICATION.
4. Batch Shipment Verification & Exportable Audits
- Shipment Tally Consistency: Aggregates board-by-board data into batch-level shipment reports to verify piece counts, grade yields, and defect distributions.
- Multi-Format Export: Generates compliant inspection certificates in PDF, JSON, CSV, and HTML formats.
5. Native Sensifai Ecosystem Integration
- Logto OIDC Authentication: Enterprise Single Sign-On with PKCE authorization code flow.
- Gatekeeper Metered Billing: Transparent per-board usage tracking with automated deduction from customer prepaid wallets.
Target Manufacturing Applications
- Sawmills & Primary Breakdown: Automated green sorting and rough-sawn lumber grading optimization.
- Flooring & Furniture Manufacturing: Clear wood selection and localized defect cutting optimization.
- Lumber Import/Export & Distribution: Receiving dock compliance inspection and grade dispute mitigation.
- Pallet & Packaging Timber: Rapid screening for structural splits, excessive wane, and bark presence.
Caratteristiche principali
Automated surface defect localization for knots, cracks, stain, rot, and wane
Probable timber species identification and lumber product classification
Preliminary quality grading decision support for primary sawmills and timber yards
Batch shipment verification with automated PDF/JSON audit certificate generation
Dual-mode support for high-resolution static snapshots and conveyor line video feeds
Strict scientific guardrails ensuring transparent, auditable decision support
Casi d’uso
- Sawmill green sorting and rough-sawn lumber visual grading
- Furniture and flooring timber clear wood optimization and defect cutting
- Lumber distribution receiving dock grade verification and dispute mitigation
- Pallet lumber structural defect and wane compliance inspection
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