| Lumeo Video Analytics Platform | | commercial | unverified | high | |
| Dragonfruit AI Frontier | | commercial | vendor claim | high | |
| FuweeVision Edge AI Algorithm Box | | commercial | partial | high | |
| Visionify Safety Platform | | commercial | partial | high | |
| XINHUO AI Edge Video Analytics | | commercial | partial | high | |
| Avigilon ACC Analytics / AI NVR | | commercial | unverified | medium | |
| Bosch IVA Pro | | commercial | unverified | low | |
| Cigarette Detection Dataset V2 (Roboflow/UiTM) | | open-source | partial | high | |
| Cogniac AI Visual Intelligence Platform | | commercial | partial | high | |
| Community YOLOv8 Smoking Detectors (Roboflow exports) | | open-source | partial | high | |
| Construction-PPE Dataset (Ultralytics) | | hybrid | partial | high | |
| Coram Point AI NVR | | commercial | unverified | high | |
| DAHD-YOLO Smoking Detection (MDPI 2025) | | open-source | partial | medium | |
| Dahua WizSense AI | | commercial | partial | low | |
| DarthRegicid1/YOLOv5_PPE-Detection | | open-source | verified | high | |
| ESCFM-YOLO dual-stream fire/smoke | | open-source | partial | medium | |
| Fire-Exit CCTV Smoking Detection (arxiv 2508.11696) | | open-source | partial | high | |
| FireDET | | open-source | partial | high | |
| Graymatics GrayEye / LabVista | | commercial | unverified | high | |
| Hexmon vyra-yolo-ppe-detection | | open-source | partial | high | |
| imnuman/fire-detection-yolo | | open-source | partial | high | |
| Intel OpenVINO Partner Ecosystem | | hybrid | unverified | high | |
| IntelexVision Sentry (ACAP) | | commercial | unverified | medium | |
| IntelliVision AI Video Analytics | | commercial | partial | medium | |
| itsadityabaniya/yolov8n-ppe-detection-6classes | | open-source | partial | high | |
| jojomoi-meme/YOLO_fire_detection | | open-source | partial | high | |
| PPE Glove Detection Benchmark Reference (literature) | | open-source | partial | high | |
| PPE-Deepstream (FalconMadhab) | | open-source | partial | medium | |
| PPE-Detection-System-in-Food-Industry-YOLO | | open-source | partial | medium | |
| qualcomm/PPE-Detection | | hybrid | partial | low | |
| Roboflow Universe (aggregate datasets) | | open-source | partial | high | |
| Scylla Asteria Edge | | commercial | vendor claim | high | |
| SH17 Dataset + YOLOv8/v9/v10 PPE Weights | | open-source | partial | high | |
| Smoking Detection YOLOv8-Seg (community) | | open-source | partial | medium | |
| Staqu JARVIS AI Video Analytics | | commercial | partial | high | |
| TensorVok Edge AI Video Analytics | | commercial | partial | high | |
| thalostech2025/thalos-industrial-ppe-v1 | | open-source | partial | medium | |
| Vaidio (IronYun) | | commercial | unverified | high | |
| Venta02/ppe-detection-yolov8 | | open-source | partial | high | |
Vision Index