Ensembling Learning Based Melanoma Classification Using Gradient Boosting Decision Trees

作者: Yipeng Han , Xiaolu Zheng

DOI: 10.1145/3430199.3430215

关键词:

摘要: Melanoma has been regarded as one of the fatal skin cancer diseases all around the world. Early detection on melanoma can be quite helpful in the clinical treatment, to prevent the …

参考文章(13)
Tie-Jun Yang, Shan Peng, Ping Hu, Lin Huang, Pigmented skin lesion segmentation based on random forest and full convolutional neural networks Optics in Health Care and Biomedical Optics VIII. ,vol. 10820, ,(2018) , 10.1117/12.2503941
Haibo Mi, Huaimin Wang, Qiuqiang Kong, Dezhi Wang, Kele Xu, Boqing Zhu, Bo Ding, General audio tagging with ensembling convolutional neural network and statistical features arXiv: Computer Vision and Pattern Recognition. ,(2018) , 10.1121/1.5111059
Kele Xu, Boqing Zhu, Qiuqiang Kong, Haibo Mi, Bo Ding, Dezhi Wang, Huaimin Wang, General audio tagging with ensembling convolutional neural networks and statistical features. Journal of the Acoustical Society of America. ,vol. 145, pp. 521- 527 ,(2019) , 10.1121/1.5111059
Robert Amelard, Jeffrey Glaister, Alexander Wong, David A. Clausi, High-Level Intuitive Features (HLIFs) for Intuitive Skin Lesion Description IEEE Transactions on Biomedical Engineering. ,vol. 62, pp. 820- 831 ,(2015) , 10.1109/TBME.2014.2365518
M Sai Praneeth, Xudong Peng, Alice Li, Shahrzad Hosseini Vajargah, Going deeper with convolutions computer vision and pattern recognition. pp. 1- 9 ,(2015) , 10.1109/CVPR.2015.7298594
Y. Lecun, L. Bottou, Y. Bengio, P. Haffner, Gradient-based learning applied to document recognition Proceedings of the IEEE. ,vol. 86, pp. 2278- 2324 ,(1998) , 10.1109/5.726791
Olga Russakovsky, Jia Deng, Hao Su, Jonathan Krause, Sanjeev Satheesh, Sean Ma, Zhiheng Huang, Andrej Karpathy, Aditya Khosla, Michael Bernstein, Alexander C. Berg, Li Fei-Fei, ImageNet Large Scale Visual Recognition Challenge International Journal of Computer Vision. ,vol. 115, pp. 211- 252 ,(2015) , 10.1007/S11263-015-0816-Y
Lucia Ballerini, Robert B. Fisher, Ben Aldridge, Jonathan Rees, Non-melanoma skin lesion classification using colour image data in a hierarchical K-NN classifier 2012 9th IEEE International Symposium on Biomedical Imaging (ISBI). pp. 358- 361 ,(2012) , 10.1109/ISBI.2012.6235558
Ilya Sutskever, Geoffrey E. Hinton, Alex Krizhevsky, ImageNet Classification with Deep Convolutional Neural Networks neural information processing systems. ,vol. 25, pp. 1097- 1105 ,(2012)
Kaiming He, Xiangyu Zhang, Shaoqing Ren, Jian Sun, Deep Residual Learning for Image Recognition computer vision and pattern recognition. pp. 770- 778 ,(2016) , 10.1109/CVPR.2016.90