| Actuate AI Security | | commercial | partial | high | |
| Advantech MIC-717-OX AI NVR | | commercial | unverified | high | |
| Agent Vi savVi | | commercial | unverified | high | |
| AllGoVision | | commercial | unverified | medium | |
| Amazon Kinesis Video Streams Edge Agent | - | commercial | unverified | high | |
| Ambient.ai Platform (Pulsar VLM) | | commercial | partial | high | |
| AutoPostureCV | | open-source | partial | medium | |
| Avigilon ACC Analytics / AI NVR | | commercial | unverified | medium | |
| AWL AWLBOX | | commercial | unverified | high | |
| AWS Panorama | | commercial | verified | medium | |
| AXIS Camera Application Platform (ACAP) | | hybrid | unverified | low | |
| AXIS Object Analytics | | commercial | unverified | low | |
| Bosch IVA Pro | | commercial | unverified | low | |
| BriefCam Video Content Analytics | | commercial | partial | high | |
| Calipsa Detect/Protect | | commercial | vendor claim | high | |
| Cigarette Detection Dataset V2 (Roboflow/UiTM) | | open-source | partial | high | |
| Cloud Vision APIs (Google/AWS/Azure) | | commercial | unverified | low | |
| 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 | |
| DAHD-YOLO Smoking Detection (MDPI 2025) | | open-source | partial | medium | |
| Dahua WizSense AI | | commercial | partial | low | |
| DAMO-YOLO | | open-source | partial | high | |
| DarthRegicid1/YOLOv5_PPE-Detection | | open-source | verified | high | |
| DeepStream-Yolo (marcoslucianops) | | hybrid | partial | medium | |
| Dragonfruit AI Frontier | | commercial | vendor claim | high | |
| Eagle Eye Cloud VMS + CMVR | | commercial | unverified | high | |
| EfficientDet (Google AutoML) | | open-source | partial | medium | |
| ESCFM-YOLO dual-stream fire/smoke | | open-source | partial | medium | |
| Fall Detection YOLO+MediaPipe hybrid | | open-source | partial | medium | |
| Fire-Exit CCTV Smoking Detection (arxiv 2508.11696) | | open-source | partial | high | |
| FireDET | | open-source | partial | high | |
| Florence-2 | | open-source | partial | low | |
| FuweeVision Edge AI Algorithm Box | | commercial | partial | high | |
| Genetec KiwiVision | | commercial | unverified | medium | |
| Gold-YOLO | | open-source | partial | medium | |
| Google Coral Edge TPU + Ultralytics YOLO | | hybrid | partial | medium | |
| Google Coral Edge TPU Ecosystem | | hybrid | partial | high | |
| Graymatics GrayEye / LabVista | | commercial | unverified | high | |
| Grounded SAM 2 | | open-source | partial | low | |
| Grounding DINO | | hybrid | partial | medium | |
| Hailo Model Zoo YOLOv8 | | hybrid | partial | medium | |
| hand-wash-compliance-yolo | | open-source | partial | medium | |
| Hanwha Wisenet AI (Wisenet 9) | | commercial | unverified | low | |
| Hexmon vyra-yolo-ppe-detection | | open-source | partial | high | |
| Hikvision DeepinMind / AcuSense AI | | commercial | vendor claim | low | |
| i-PRO Edge AI (U/S series) | | commercial | unverified | low | |
| imnuman/fire-detection-yolo | | open-source | partial | high | |
| Intel OpenVINO Partner Ecosystem | | hybrid | unverified | high | |
| Intel OpenVINO YOLO26 | | open-source | partial | medium | |
| IntelexVision Sentry (ACAP) | | commercial | unverified | medium | |
| IntelliVision AI Video Analytics | | commercial | partial | medium | |
| 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 | |
| March Networks AI Series + Searchlight | | commercial | unverified | low | |
| Mask/Hairnet/Handwash YOLOv8 (IEEE 2023) | | open-source | partial | low | |
| MediaPipe Pose Landmarker | | open-source | partial | high | |
| MMDeploy | | open-source | partial | high | |
| MMDetection | | open-source | partial | high | |
| NanoDet | | open-source | partial | medium | |
| NCNN YOLO deployment (Tencent/Qengineering) | | open-source | partial | high | |
| NVIDIA Metropolis / DeepStream | | hybrid | unverified | high | |
| OWL-ViT / OWLv2 | | open-source | partial | medium | |
| PP-PicoDet | | open-source | partial | medium | |
| PP-YOLOE+ | | open-source | partial | medium | |
| 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 | |
| PureTech PureActiv | | commercial | unverified | high | |
| QNAP QVR + Hailo/Coral | | commercial | partial | high | |
| qualcomm/PPE-Detection | | hybrid | partial | low | |
| RF-DETR | | hybrid | partial | high | |
| Rhombus AI / AI Insights | | commercial | unverified | low | |
| RKNN Model Zoo YOLOv8 | | open-source | partial | medium | |
| Roboflow Universe (aggregate datasets) | | open-source | partial | high | |
| RT-DETR / RT-DETRv2 | | open-source | partial | high | |
| RTMDet | | open-source | partial | high | |
| Safety-Helmet-Wearing-Dataset (SHWD) | | open-source | partial | medium | |
| 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 | |
| Spot AI IVR + AI Agents | | commercial | unverified | high | |
| 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 | |
| Ultralytics YOLO Pose + fall heuristics | | hybrid | partial | high | |
| Ultralytics YOLO11 | | hybrid | partial | high | |
| Ultralytics YOLOv5 | | hybrid | partial | high | |
| Ultralytics YOLOv8 | | hybrid | verified | high | |
| Ultralytics YOLOv9 | | hybrid | partial | high | |
| Uniview IQ Series | | commercial | unverified | low | |
| Vaidio (IronYun) | | commercial | unverified | high | |
| Venta02/ppe-detection-yolov8 | | open-source | partial | high | |
| Verkada Command AI | | commercial | unverified | low | |
| Visionify Safety Platform | | commercial | partial | high | |
| XINHUO AI Edge Video Analytics | | commercial | partial | high | |
| YOLO-NAS | | hybrid | partial | medium | |
| YOLO-Pose + ST-GCN++ fall pipeline | | open-source | partial | medium | |
| YOLO-World | | hybrid | partial | high | |
| YOLOX | | open-source | partial | high | |
Vision Index