Comparison of target detection algorithms. by Diansheng Zhang (22640973)

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Genetic algorithm for hyperparameter optimization. by Md. Shafak Shahriar Sozol (21212880)

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Performance comparison of mainstream algorithms. by Junjie Lu (160350)

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Fire hazard detection output. by Md. Shafak Shahriar Sozol (21212880)

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Comparison of mAP@0.5 and Recall for mainstream algorithms. by Junjie Lu (160350)

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Architecture diagram of the VGG-16-SSD algorithm. by Diansheng Zhang (22640973)

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Structure of Detect and GP-Detect. by Pingping Yan (462509)

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Grad-CAM heatmap detection: (a) Fire; (b)Smoke. by Md. Shafak Shahriar Sozol (21212880)

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Fire monitoring process. by Md. Shafak Shahriar Sozol (21212880)

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Comparative Analysis of SOTA object detection model performance metrics. by Md. Shafak Shahriar Sozol (21212880)

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Comparison of detection results of different methods in FasterNext. by Junjie Lu (160350)

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Detection results of FCMI-YOLO, YOLOv6s, YOLOv9s, and YOLOv11s. by Junjie Lu (160350)

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Detection results of YOLOv5s and FCMI-YOLO under different exposure levels. by Junjie Lu (160350)

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Algorithm comparison experiment on the RSOD dataset. by Pingping Yan (462509)

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Statistical analysis of indoor fire and smoke dataset labels. by Md. Shafak Shahriar Sozol (21212880)

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Performance of fire detector based on different model versions of YOLOv5. by Junjie Lu (160350)

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Detection results of FCMI-YOLO and YOLOv5s at 30m and 75m on the OrangePi 5 Plus. by Junjie Lu (160350)

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Algorithm comparison experiment on the NWPU VHR-10 dataset. by Pingping Yan (462509)

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Dataset folder structure. by Md. Shafak Shahriar Sozol (21212880)

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The experimental environment settings. by Md. Shafak Shahriar Sozol (21212880)

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