Industrial Visual Counter AI

Industrial Visual Counter AI: High-Speed Visual Object Counting & Auditing

Industrial Visual Counter AI converts unstructured visual streams—both static snapshot photos and continuous video camera feeds—into verified, structured industrial metrics. Engineered specifically for demanding factory floors, distribution fulfillment centers, and sorting hubs where legacy photoelectric beam sensors fail due to product overlap, occlusion, irregular packaging, or variable conveying speeds.

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Key Capabilities & Architecture

1. Dual-Mode Visual Counting

• Instant Image Counting: Single-snapshot inspection with localized bounding boxes, confidence scoring, and IoU-based deduplication.
• Chunked Video Stream Analysis: Segments continuous video streams into time-series buckets with windowed peak aggregation (frame-sample-max) and interactive timeline charts.

2. Advanced Spatial Bounding & Verification

• Normalized Coordinate Output: Precise bounding box detection with configurable confidence filters (0.0 - 1.0) to eliminate background noise.
• Class Breakdown: Simultaneously tracks and tallies multiple distinct classes (e.g. pallets, master cartons, bottles, individual components).

3. Honest Industrial UX & Anomaly Handling

• Explicit Zero vs. Error States: Strictly distinguishes between genuine zero counts (0 detected), partial visibility (partial), and analysis disruptions (failed).
• Interactive Visual Proof: Click any count or metric to inspect the exact photographic frame with highlighted bounding overlays.

4. Resilient Edge & Cloud Processing Pipeline

• Asynchronous Task Queue: Powered by PostgreSQL row-locking (FOR UPDATE SKIP LOCKED) for reliable, crash-resilient task processing with automated retries.
• FFmpeg Frame Extraction: High-throughput poster frame generation, video chunking, and thumbnail caching.

5. Native Sensifai Ecosystem Integration

• Logto OIDC Single Sign-On: Secure enterprise authentication with PKCE authorization code flow.
• Gatekeeper Metered Billing: Automated usage accounting with 1 credit per image analysis and 1 credit per started video minute.

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Target Industries & Use Cases

• Conveyor & Packaging Lines: Counting packed cartons, pouches, and containers exiting case packers.
• Warehouse Inbound/Outbound Docks: Verification of palletized freight and piece-count validation during staging.
• Food & Beverage Bottling: High-speed bottling line throughput verification and missing bottle detection.
• Logistics Sorting Chutes: Tallying parcels and parcels moving across high-speed sorting cross-belts.