| Citation: | XU Ying-chun. Improved Traffic Sign Recognition Algorithm Based on YOLOv3 Algorithm[J]. DIGITAL TECHNOLOGY & APPLICATION, 2021, 39(1): 108-111,116. doi: 10.19695/j.cnki.cn12-1369.2021.01.34
|
| [1] |
Fukushima K,Hayashi I,L é veill é J.Neocognitron trained by winner-kill-loser with triple threshold[J].Neurocomputing,2014(129):78-84.
|
| [2] |
LeCun Y,Bengio Y,Hinton G.Deep learning[J].nature,2015,521(7553):436-444.
|
| [3] |
胡伏原,李林燕,尚欣茹,等.基于卷积神经网络的目标检测算法综述[J].苏州科技大学学报(自然科学版),2020,37(2):1-10+25.
|
| [4] |
Lin M,Chen Q,Yan S.Network in network[J].arXiv preprint arXiv:1312.4400,2013.
|
| [5] |
陈超,齐峰.卷积神经网络的发展及其在计算机视觉领域中的应用综述[J].计算机科学,2019,46(3):63-73.
|
| [6] |
Zeiler M D,Fergus R.Visualizing and understanding convolutional networks[C]//European conference on computer vision. Springer,Cham,2014:818-833.
|
| [7] |
Jaderberg M,Simonyan K,Zisserman A.Spatial transformer networks[C]//Advances in neural information processing systems. 2015:2017-2025.
|
| [8] |
Krizhevsky A,Sutskever I,Hinton G E.Imagenet classification with deep convolutional neural networks[J].Communications of the ACM,2017,60(6):84-90.
|
| [9] |
Hinton G E,Srivastava N,Krizhevsky A,et al.Improving neural networks by preventing co-adaptation of feature detectors[J].arXiv preprint arXiv:1207.0580,2012.
|
| [10] |
Simonyan K,Zisserman A.Very deep convolutional networks for large-scale image recognition[J].arXiv preprint arXiv:1409.1556,2014.
|
| [11] |
Szegedy C,Vanhoucke V,Ioffe S,et al.Rethinking the inception architecture for computer vision[C]//Proceedings of the IEEE conference on computer vision and pattern recognition. 2016:2818-2826.
|
| [12] |
Szegedy C,Liu W,Jia Y,et al.Going deeper with convolutions [C]//Proceedings of the IEEE conference on computer vision and pattern recognition.2015:1-9.
|
| [13] |
Ioffe S,Szegedy C.Batch normalization:Accelerating deep network training by reducing internal covariate shift[J].arXiv preprint arXiv:1502.03167,2015.
|
| [14] |
He K,Zhang X,Ren S,et al.Deep residual learning for image recognition[C]//Proceedings of the IEEE conference on computer vision and pattern recognition.2016:770-778.
|
| [15] |
Girshick R,Donahue J,Darrell T,et al.Rich feature hierarchies for accurate object detection and semantic segmentation [C]//Proceedings of the IEEE conference on computer vision and pattern recognition.2014:580-587.
|
| [16] |
Uijlings J R R,Van De Sande K E A,Gevers T,et al.Selective search for object recognition[J].International journal of computer vision,2013,104(2):154-171.
|
| [17] |
Bodla N,Singh B,Chellappa R,et al.Soft-NMS--improving object detection with one line of code[C]//Proceedings of the IEEE international conference on computer vision. 2017:5561-5569.
|
| [18] |
GIRSHICK R.Fast R-CNN[C].IEEE Conference on Computer Vision and Pattern Recognition.IEEE,2015:1440-1448.
|
| [19] |
Ren S,He K,Girshick R,et al.Faster r-cnn:Towards realtime object detection with region proposal networks[C]//Advances in neural information processing systems.2015:91-99.
|
| [20] |
Lin T Y,Doll á r P,Girshick R,et al.Feature pyramid networks for object detection[C]//Proceedings of the IEEE conference on computer vision and pattern recognition.2017:2117-2125.
|
| [21] |
Jiang B,Luo R,Mao J,et al.Acquisition of localization confidence for accurate object detection[C]//Proceedings of the European Conference on Computer Vision (ECCV).2018:784-799.
|
| [22] |
Cai Z,Vasconcelos N.Cascade r-cnn:Delving into high quality object detection[C]//Proceedings of the IEEE conference on computer vision and pattern recognition.2018:6154-6162.
|
| [23] |
Li Y,Chen Y,Wang N,et al.Scale-aware trident networks for object detection[C]//Proceedings of the IEEE international conference on computer vision.2019:6054-6063.
|
| [24] |
Redmon J,Divvala S,Girshick R,et al.You only look once: Unified,real-time object detection[C]//Proceedings of the IEEE conference on computer vision and pattern recognition.2016:779-788.
|
| [25] |
Redmon J,Farhadi A.YOLO9000:better,faster,stronger[C]//Proceedings of the IEEE conference on computer vision and pattern recognition.2017:7263-7271.
|
| [26] |
Redmon J,Farhadi A.YOLOv3:an incremental improvement [J].arXiv:1804.02767,2018.
|
| [27] |
Bochkovskiy A,Wang C Y,Liao H Y M.YOLOv4:Optimal Speed and Accuracy of Object Detection[J].arXiv preprint arXiv:2004. 10934,2020.
|
| [28] |
Zhou X,Wang D,Kr henb ü hl P.Objects as points[J].arXiv preprint arXiv:1904.07850,2019.
|
| [29] |
Tian Z,Shen C,Chen H,et al.Fcos:Fully convolutional onestage object detection[C]//Proceedings of the IEEE international conference on computer vision.2019:9627-9636.
|
| [30] |
Liu Y,Wang Y,Wang S,et al.CBNet:A Novel Composite Backbone Network Architecture for Object Detection[C]//AAAI.2020: 11653-11660.
|
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