| Cigarette Detection Dataset V2 (Roboflow/UiTM) | | open-source | partial | high | |
| Community YOLOv8 Smoking Detectors (Roboflow exports) | | open-source | partial | high | |
| DAHD-YOLO Smoking Detection (MDPI 2025) | | open-source | partial | medium | |
| 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 | |
| imnuman/fire-detection-yolo | | open-source | partial | high | |
| jojomoi-meme/YOLO_fire_detection | | open-source | partial | high | |
| Smoking Detection YOLOv8-Seg (community) | | open-source | partial | medium | |
Vision Index