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Edge Safety Inspector

Upload factory floor, warehouse, or equipment images. LFM2-VL-450M detects and localizes workers, PPE, equipment, hazards, and defects with precise bounding boxes in under 30ms. No raw video leaves the facility. Designed for Zededa edge orchestration deployments.

Visual grounding, not just classification — Returns precise bounding box coordinates for every detected object — auditable for OSHA compliance
Edge-native at 450M parameters — Runs on edge GPUs with <30ms latency. 450M params fits in 1GB VRAM alongside other workloads
Zero per-inference cost at camera scale — 1000 cameras at 1fps = 86M inferences/day. Cloud: $259K/day. Edge: $0/inference after hardware

The Problem

Industrial facilities need real-time visual inspection for worker safety (PPE compliance, hazard detection) and equipment condition. Cloud vision APIs add latency, cost, and data privacy concerns at camera scale.

How LFM Compares

Manual CCTV monitoring by security staff, periodic walk-through inspections. Cloud AI too slow and expensive for 1000+ camera feeds.

What LFM Unlocks

Visual grounding at the edge — detect AND localize safety-relevant objects with bounding boxes in <30ms. No raw video leaves the facility.

Drop an image here or click to upload

PNG, JPG up to 10MB

Or try a sample:

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This demo is fine-tuned on sample data. Results improve with your data.

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