Research on Vehicle Detection Algorithms Based on Deep Learning in Complex Environments حسب Xiaodan Li (22309438)

The algorithm of screening extended regions in targeted sequencing. حسب Xuwen Wang (527554)

Detection results on the FLIR dataset using different algorithms. حسب Weilun Wang (21559389)

Multi scale detection. حسب Bo Tong (2138632)

Detection results on the HIT-UAV dataset using different algorithms. حسب Weilun Wang (21559389)

Visualization of algorithm detection results. حسب Xinpeng Yao (18882573)

"…<div><p>Aiming at the problem that small and irregular detection targets such as cyclists have low detection accuracy and inaccurate recognition by existing 3D target detection algorithms, MAT-PointPillars (Multi-scale Attention and Transformer PointPillars), a 3D object detection algorithm, extends PointPillars with multi-scale vision Transformers and attention mechanisms. …"

Algorithm flowchart of OFEO. حسب Wenshun Sheng (21485393)

"…<div><p>A real-time stable multi-target tracking method based on the enhanced You Only Look Once-v8 (YOLOv8) and the optimized Simple Online and Realtime Tracking with a Deep association metric (DeepSORT) for real-time stable multi-target tracking (S-YOFEO) is proposed to address the issue of target ID transformation and loss caused by the increase of practical background complexity. …"

mAP (%) of each dataset under different object detection algorithms. حسب Weilun Wang (21559389)

Comparison chart of the ablation test detection. حسب Wenyuan Xu (2553028)

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Comparison of the detection effect of different models. حسب Wenyuan Xu (2553028)

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A comparison chart of the detection effect. حسب Wenyuan Xu (2553028)

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Performance comparison results of different algorithms. حسب Wenyuan Xu (2553028)

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Visual comparison of detection results. حسب Heng Zhao (333503)

"…This study develops Multi-Scale Spatial-Frequency Collaborative Detection Transformer (MSF-DETR), a novel end-to-end automatic detection algorithm specifically designed for small targets in side-scan sonar images. …"

Improved DCFE-YOLOv8 algorithm. حسب Lei Zhou (19808)

Raw performance data for the first algorithm shown in Fig 9. حسب Weilun Wang (21559389)

Raw performance data for the third algorithm shown in Fig 9. حسب Weilun Wang (21559389)

Raw performance data for the second algorithm shown in Fig 9. حسب Weilun Wang (21559389)

Ablation experiments on the multi-scale fusion module. حسب Mengmeng Pan (6475064)

AP improvement rates for various targets on the RSOD dataset. حسب Pingping Yan (462509)

Five multi-target tracking evaluation indexes. حسب Wenshun Sheng (21485393)

"…<div><p>A real-time stable multi-target tracking method based on the enhanced You Only Look Once-v8 (YOLOv8) and the optimized Simple Online and Realtime Tracking with a Deep association metric (DeepSORT) for real-time stable multi-target tracking (S-YOFEO) is proposed to address the issue of target ID transformation and loss caused by the increase of practical background complexity. …"