… of each MVMNet module; (3) … via ablation experiments on MVMNet; (4) compare MVMNet
to other methods and demonstrate that MVMNet outperforms other methods in forest fire smoke …

… fast and accurate forest fire smoke detection system that can detect low concentration and
small size smoke… Fast forest fire smoke detection using MVMNet[J]. Knowledge-Based Systems…

… From the test results, in the forest fire smoke detection task, MVMNet performs best among
the CNN series models, with mAP of 71.22 %, mAP50 of 79.11 %, mAP75 of 75.51 %, and AR …

… The development of deep learning has brought a fast and accurate method for providing …
a method for forest fire smoke detection adapted to a long-range overhead UAV perspective. …

… the proposed smoke detection method using two combinations … detect smoke using MVMNet
using the Homemade forest fire … Hu et al., “Fast forest fire smoke detection using MVMNet,” …

… for early fire detection as smoke spreads faster than a flame … accuracy of early forest fire
smoke detection in various weather … We proposed forest fire smoke detection using UAV images …

… Early fire detection can also help decision-makers plan … This research looks at fire/smoke
detection from images using AI-… fast R-CNN smoke detection showed an increased detection …

… [21] used Faster-RCNN for forest fire and smoke detection, using two synthetic … [34] proposed
an MVMNet network, which combined with the YOLOv5 algorithm can perform multi-angle …

… [41] proposed a smoke detection algorithm based on a FAST … Conversely, MVMNet and
SASC-YOLOX utilize the YOLO … a high false alarm rate in forest fire smoke detection, this paper …

… [36] proposed the MVMNet model for the accurate detection of targets in … a faster R-CNN
model for object detection and developed a DL model for detecting forest fires using the transfer …