Weighted residual fusion with multi-modality features for high-resolution aerial scene classification

References

• Zhong, Y.; Ma, A.; Ong, Y.S.; Zhu, Z.; Zhang, L. Computational Intelligence in Optical Remote Sensing Image Processing. Appl. Soft Comput. 2018, 64, 75–93. doi: 10.1016/j.asoc.2017.11.045
   Web of Science ®Google Scholar
• Zhao, B.; Zhong, Y.; Xia, G.S.; Zhang, L. Dirichlet-derived Multiple Topic Scene Classification Model for High Spatial Resolution Remote Sensing Imagery. IEEE Trans. Geosci. Remote Sens. 2016, 54 (4), 2108–2123. doi: 10.1109/TGRS.2015.2496185
   Web of Science ®Google Scholar
• Lowe, D.G. Distinctive Image Features From Scale-Invariant Keypoints. Int. J. Comput. Vision. 2004, 60 (2), 91–110. doi: 10.1023/B:VISI.0000029664.99615.94
   Web of Science ®Google Scholar
• Zhao, L.J.; Tang, P.; Huo, L. Z. Land-Use Scene Classification Using a Concentric Circle-Structured Multiscale Bag-of-Visual-Words Model. IEEE J. Sel. Top. Appl. Earth Obs. Remote Sens. 2017, 7 (12), 4620–4631. doi: 10.1109/JSTARS.2014.2339842
   Google Scholar
• Lienou, M.; Maitre, H.; Datcu, M. Semantic Annotation of Satellite Images Using Latent Dirichlet Allocation. IEEE Geosci. Remote Sens. Lett. 2010, 7 (1), 28–32. doi: 10.1109/LGRS.2009.2023536
   Web of Science ®Google Scholar
• Cheriyadat, A.M. Unsupervised Feature Learning for Aerial Scene Classification. IEEE Trans. Geosci. Remote Sens. 2013, 52 (1), 439–451. doi: 10.1109/TGRS.2013.2241444
   Web of Science ®Google Scholar
• Lecun, Y.; Bengio, Y.; Hinton, G. Deep Learning. Nature 2015, 521 (7553), 436. doi: 10.1038/nature14539
   PubMed Web of Science ®Google Scholar
• Bengio, Y.; Courville, A.; Vincent, P. Representation Learning: A Review and New Perspectives. IEEE Trans. Pattern Anal. Mach. Intell. 2013, 35 (8), 1798–1828. doi: 10.1109/TPAMI.2013.50
   PubMed Web of Science ®Google Scholar
• Liu, Y.; Zhong, Y.; Qin, Q. Scene Classification Based on Multiscale Convolutional Neural Network. IEEE Trans. Geosci. Remote Sens. 2018, 99, 1–13.
   Google Scholar
• Zhong, Y.; Zhu, Q.; Zhang, L. Scene Classification Based on the Multifeature Fusion Probabilistic Topic Model for High Spatial Resolution Remote Sensing Imagery. IEEE Trans. Geosci. Remote Sens. 2015, 53 (11), 1–16. doi: 10.1109/TGRS.2015.2435801
   Web of Science ®Google Scholar
• Zhu, Q.; Zhong, Y.; Wu, S.; Zhang, L.; Li, D. Scene Classification Based on the Sparse Homogeneous-Heterogeneous Topic Feature Model. IEEE Trans. Geosci. Remote Sens. 2018, 56 (5), 2689–2703. doi: 10.1109/TGRS.2017.2781712
   Web of Science ®Google Scholar
• Gan, L.; Du, P.; Xia, J.; Meng, Y. Kernel Fused Representation-Based Classifier for Hyperspectral Imagery. IEEE Geosci. Remote Sens. Lett. 2017, 14 (5), 684–688. doi: 10.1109/LGRS.2017.2671852
   Web of Science ®Google Scholar
• Zou, J.; Li, W.; Chen, C.; Du, Q. Scene Classification Using Local and Global Features with Collaborative Representation Fusion. Inform. Sci. 2016, 348, 209–226. doi: 10.1016/j.ins.2016.02.021
   Web of Science ®Google Scholar
• Liu, J.; Wu, Z.; Wei, Z.; Xiao, L.; Sun, L. Spatial-Spectral Kernel Sparse Representation for Hyperspectral Image Classification. IEEE J. Sel. Top. Appl. Earth Obs. Remote Sens. 2013, 6 (6), 2462–2471. doi: 10.1109/JSTARS.2013.2252150
   Web of Science ®Google Scholar
• Jégou, H.; Perronnin, F.; Douze, M.; Sánchez, J.; Pérez, P.; Schmid, C. Aggregating Local Image Descriptors Into Compact Codes. IEEE Trans. Pattern Anal. Mach. Intell. 2012, 34 (9), 1704–1716. doi: 10.1109/TPAMI.2011.235
   PubMed Web of Science ®Google Scholar
• Hu, F.; Xia, G.S.; Hu, J.; Zhang, L. Transferring Deep Convolutional Neural Networks for the Scene Classification of High-Resolution Remote Sensing Imagery. Remote Sens. 2015, 7 (11), 14680–14707. doi: 10.3390/rs71114680
   Google Scholar
• Chen, S.S.; Donoho, D.L.; Saunders, M.A. Atomic Decomposition by Basis Pursuit. SIAM Rev. 2001, 43 (1), 129–159. doi: 10.1137/S003614450037906X
   Web of Science ®Google Scholar
• Zou, H.; Hastie, T. Regularization and Variable Selection via the Elastic net. J. Roy. Stat. Soc. B. 2005, 67 (2), 301–320. doi: 10.1111/j.1467-9868.2005.00503.x
   Google Scholar
• Zhang, L.; Yang, M.; Feng, X. In Proceeding of 2011 IEEE International Conference on Computer Vision (ICCV), Sparse Representation or Collaborative Representation: Which Helps Face Recognition? 2011, 471–478.
   Google Scholar
• Xia, G.S.; Yang, W.; Delon, J.; Gousseau, Y.; Sun, H.; Maître, H. In Proceeding of ISPRS TC VII Symposium-100 Years ISPRS, Structural High-Resolution Satellite Image Indexing, 2010, 298–303.
   Google Scholar
• Xia, G.S.; Hu, J.; Hu, F.; Shi, B.; Bai, X.; Zhong, Y.; Zhang, L.; Lu, X. AID: A Benchmark Data Set for Performance Evaluation of Aerial Scene Classification. IEEE Trans. Geosci. Remote Sens. 2017, 55 (7), 3965–3981. doi: 10.1109/TGRS.2017.2685945
   Web of Science ®Google Scholar
• Zhao, B.; Zhong, Y.; Zhang, L. A Spectral-Structural bag-of-Features Scene Classifier for Very High Spatial Resolution Remote Sensing Imagery. ISPRS J. Photogramm. Remote Sens. 2016, 116, 73–85. doi: 10.1016/j.isprsjprs.2016.03.004
   Web of Science ®Google Scholar
• Simonyan, K.; Zisserman, A. Very Deep Convolutional Networks for Large-Scale Image Recognition. arXiv Preprint. 2014, arXiv:1409.1556.
   Google Scholar
• Qi, K.; Liu, W.; Yang, C.; Guan, Q.; Wu, H. Multi-task Joint Sparse and low-Rank Representation for the Scene Classification of High-Resolution Remote Sensing Image. Remote Sens. 2016, 9 (1), 10. doi: 10.3390/rs9010010
   Google Scholar
• Huang, L.; Chen, C.; Li, W.; Du, Q. Remote Sensing Image Scene Classification Using Multi-Scale Completed Local Binary Patterns and Fisher Vectors. Remote Sens. 2016, 8 (6), 483. doi: 10.3390/rs8060483
   Google Scholar
• Zhao, L.; Tang, P.; Huo, L. Feature Significance-Based Multibag-of-Visual-Words Model for Remote Sensing Image Scene Classification. J. Appl. Remote Sens. 2016, 10 (3), 035004. doi: 10.1117/1.JRS.10.035004
   Google Scholar
• Bian, X.; Chen, C.; Tian, L.; Du, Q. Fusing Local and Global Features for High-Resolution Scene Classification. IEEE J. Sel. Top. Appl. Earth Obs. Remote Sens. 2017, 10 (6), 2889–2901. doi: 10.1109/JSTARS.2017.2683799
   Web of Science ®Google Scholar
• Wang, J.; Luo, C.; Huang, H.; Zhao, H.; Wang, S. Transferring Pre-Trained Deep CNNs for Remote Scene Classification with General Features Learned From Linear PCA Network. Remote Sens. 2017, 9 (3), 225. doi: 10.3390/rs9030225
   Google Scholar
• Chaib, S.; Liu, H.; Gu, Y.; Yao, H. Deep Feature Fusion for VHR Remote Sensing Scene Classification. IEEE Trans. Geosci. Remote Sens. 2017, 55 (8), 4775–4784. doi: 10.1109/TGRS.2017.2700322
   Web of Science ®Google Scholar
• Pilipović, R.; Risojević, V. Evaluation of Convnets for Large-Scale Scene Classification from High-Resolution Remote Sensing Images. In Proceeding of IEEE EUROCON 2017 – 17th International Conference on Smart Technologies, 2017, 932–937.
   Google Scholar