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

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

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

Multi scale detection. حسب Bo Tong (2138632)

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)

Comparison results of multi-classification. حسب Tao Yang (184280)

MutilScale Edge Feature Enhance module structure. حسب Zhihao Zheng (5506481)

"…It can improve the attention of the network to the edge information of the object. In addition, special weather conditions can greatly reduce the detection accuracy of the target, this paper proposes a Multiscale Edge Feature Enhance(MEFE) module to extract features from different scales and highlight edge information, which can improve the model’s perception of multi-scale features. …"

Test results of 16 methods in edge detection. حسب Yuliang Chi (21276505)

"…Therefore, this method focusing on multi-task synchronization can overcome the limitations of previous methods and effectively solve the problems of white balance distortion, color shift, low visibility, and low contrast in underwater images, and achieve the best results in the application tests of geometric rotation estimation, feature point matching, and edge detection. …"

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

Partial images of HazyDet. حسب Zhihao Zheng (5506481)

"…It can improve the attention of the network to the edge information of the object. In addition, special weather conditions can greatly reduce the detection accuracy of the target, this paper proposes a Multiscale Edge Feature Enhance(MEFE) module to extract features from different scales and highlight edge information, which can improve the model’s perception of multi-scale features. …"

Ablation study of network designed. حسب Zhihao Zheng (5506481)

"…It can improve the attention of the network to the edge information of the object. In addition, special weather conditions can greatly reduce the detection accuracy of the target, this paper proposes a Multiscale Edge Feature Enhance(MEFE) module to extract features from different scales and highlight edge information, which can improve the model’s perception of multi-scale features. …"

LLSCB structure. حسب Zhihao Zheng (5506481)

"…It can improve the attention of the network to the edge information of the object. In addition, special weather conditions can greatly reduce the detection accuracy of the target, this paper proposes a Multiscale Edge Feature Enhance(MEFE) module to extract features from different scales and highlight edge information, which can improve the model’s perception of multi-scale features. …"

GEIE structure. حسب Zhihao Zheng (5506481)

"…It can improve the attention of the network to the edge information of the object. In addition, special weather conditions can greatly reduce the detection accuracy of the target, this paper proposes a Multiscale Edge Feature Enhance(MEFE) module to extract features from different scales and highlight edge information, which can improve the model’s perception of multi-scale features. …"

Overall structure of YOLO-GML. حسب Zhihao Zheng (5506481)

"…It can improve the attention of the network to the edge information of the object. In addition, special weather conditions can greatly reduce the detection accuracy of the target, this paper proposes a Multiscale Edge Feature Enhance(MEFE) module to extract features from different scales and highlight edge information, which can improve the model’s perception of multi-scale features. …"

Visualization of VisDrone-2019 test results. حسب Zhihao Zheng (5506481)

"…It can improve the attention of the network to the edge information of the object. In addition, special weather conditions can greatly reduce the detection accuracy of the target, this paper proposes a Multiscale Edge Feature Enhance(MEFE) module to extract features from different scales and highlight edge information, which can improve the model’s perception of multi-scale features. …"

Comparison of VisDrone-2019 test results. حسب Zhihao Zheng (5506481)

"…It can improve the attention of the network to the edge information of the object. In addition, special weather conditions can greatly reduce the detection accuracy of the target, this paper proposes a Multiscale Edge Feature Enhance(MEFE) module to extract features from different scales and highlight edge information, which can improve the model’s perception of multi-scale features. …"

Visualization of SODA-A test results. حسب Zhihao Zheng (5506481)

"…It can improve the attention of the network to the edge information of the object. In addition, special weather conditions can greatly reduce the detection accuracy of the target, this paper proposes a Multiscale Edge Feature Enhance(MEFE) module to extract features from different scales and highlight edge information, which can improve the model’s perception of multi-scale features. …"

Comparison of SODA-A test results. حسب Zhihao Zheng (5506481)

"…It can improve the attention of the network to the edge information of the object. In addition, special weather conditions can greatly reduce the detection accuracy of the target, this paper proposes a Multiscale Edge Feature Enhance(MEFE) module to extract features from different scales and highlight edge information, which can improve the model’s perception of multi-scale features. …"