| Ultralytics YOLO11 | | hybrid | partial | high | |
| DeepStream-Yolo (marcoslucianops) | | hybrid | partial | medium | |
| NVIDIA Metropolis / DeepStream | | hybrid | unverified | high | |
| Advantech MIC-717-OX AI NVR | | commercial | unverified | high | |
| Ambient.ai Platform (Pulsar VLM) | | commercial | partial | high | |
| AWL AWLBOX | | commercial | unverified | high | |
| 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 | |
| D-FINE | | open-source | partial | high | |
| DAMO-YOLO | | open-source | partial | high | |
| DarthRegicid1/YOLOv5_PPE-Detection | | open-source | verified | high | |
| Eagle Eye Cloud VMS + CMVR | | commercial | unverified | high | |
| FireDET | | open-source | partial | high | |
| FuweeVision Edge AI Algorithm Box | | commercial | partial | high | |
| Google Coral Edge TPU Ecosystem | | hybrid | 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 | |
| Ipsotek VISuite AI | | commercial | partial | high | |
| Irisity IRIS+ | | commercial | unverified | high | |
| itsadityabaniya/yolov8n-ppe-detection-6classes | | open-source | partial | high | |
| jojomoi-meme/YOLO_fire_detection | | open-source | partial | high | |
| Lumeo Video Analytics Platform | | commercial | unverified | high | |
| MediaPipe Pose Landmarker | | open-source | partial | high | |
| MMDeploy | | open-source | partial | high | |
| MMDetection | | open-source | partial | high | |
| NCNN YOLO deployment (Tencent/Qengineering) | | open-source | partial | high | |
| PPE Glove Detection Benchmark Reference (literature) | | open-source | partial | high | |
| QNAP QVR + Hailo/Coral | | commercial | partial | high | |
| RF-DETR | | hybrid | partial | high | |
| Roboflow Universe (aggregate datasets) | | open-source | partial | high | |
| RT-DETR / RT-DETRv2 | | open-source | partial | high | |
| RTMDet | | open-source | partial | high | |
| Scylla Asteria Edge | | commercial | vendor claim | high | |
| SH17 Dataset + YOLOv8/v9/v10 PPE Weights | | open-source | partial | high | |
| Spot AI IVR + AI Agents | | commercial | unverified | high | |
| Staqu JARVIS AI Video Analytics | | commercial | partial | high | |
| Ultralytics YOLO Pose + fall heuristics | | hybrid | partial | high | |
| Ultralytics YOLOv5 | | hybrid | partial | high | |
| Ultralytics YOLOv8 | | hybrid | verified | high | |
| Ultralytics YOLOv9 | | hybrid | partial | high | |
| Vaidio (IronYun) | | commercial | unverified | high | |
| Venta02/ppe-detection-yolov8 | | open-source | partial | high | |
| Visionify Safety Platform | | commercial | partial | high | |
| XINHUO AI Edge Video Analytics | | commercial | partial | high | |
| YOLO-World | | hybrid | partial | high | |
| YOLOX | | open-source | partial | high | |
Vision Index