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A recent line of convolutional neural network-based works has succeeded in capturing rain streaks.
Deep high-resolution representation learning for visual recognition
Wang, J., Sun, K., Cheng, T., Jiang, B., Deng, C., Zhao, Y., Liu, D., Mu, Y., Tan, M., Wang, X., et al., 2019b · 1908
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Efficientdet: Scalable and efficient object detection
Tan, M., Pang, R., Le, Q.V., 2019 · 1911
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Single image deraining: From model-based to data-driven and beyond
Yang, W., Tan, R.T., Wang, S., Fang, Y., Liu, J., 2019b · 1912
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The haar-wavelet transform in digital image processing: its status and achievements
Porwik, P., Lisowska, A., 2004 · 2004
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Image quality assessment: from error visibility to structural similarity
Wang, Z., Bovik, A.C., Sheikh, H.R., Simoncelli, E.P., et al., 2004 · 2004
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Rethinking image deraining via rain streaks and vapors
Wang, Y., Song, Y., Ma, C., Zeng, B., 2020b · 2008
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Analysis of rain and snow in frequency space
Barnum, P.C., Narasimhan, S., Kanade, T., 2010 · 2010
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Rain or snow detection in image sequences through use of a histogram of orientation of streaks
Bossu, J., Hautière, N., Tarel, J.P., 2011 · 2011
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Automatic single-image-based rain streaks removal via image decomposition
Kang, L.W., Lin, C.W., Fu, Y.H., 2011 · 2011
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A generalized low-rank appearance model for spatio-temporally correlated rain streaks, in: ICCV
Chen, Y.L., Hsu, C.T., 2013 · 2013
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Restoring an image taken through a window covered with dirt or rain, in: Proceedings of the IEEE international conference on computer vision, pp. 633–640
Eigen, D., Krishnan, D., Fergus, R., 2013 · 2013
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Removing rain from a single image via discriminative sparse coding, in: ICCV
Luo, Y., Xu, Y., Ji, H., 2015 · 2015
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The cityscapes dataset for semantic urban scene understanding, in: CVPR
Cordts, M., Omran, M., Ramos, S., Rehfeld, T., Enzweiler, M., Benenson, R., Franke, U., Roth, S., Schiele, B., 2016 · 2016
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Rain streak removal using layer priors, in: CVPR
Li, Y., Tan, R.T., Guo, X., Lu, J., Brown, M.S., 2016 · 2016
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Removing rain from single images via a deep detail network, in: CVPR
Fu, X., Huang, J., Zeng, D., Huang, Y., Ding, X., Paisley, J., 2017 · 2017
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Deep wavelet prediction for image super-resolution, in: CVPR Workshops
Guo, T., Seyed Mousavi, H., Huu Vu, T., Monga, V., 2017 · 2017
Cited alongside, same era.
Image-to-image translation with conditional adversarial networks, in: Proceedings of the IEEE conference on computer vision and pattern recognition, pp. 1125–1134
Isola, P., Zhu, J.Y., Zhou, T., Efros, A.A., 2017 · 2017
Cited alongside, same era.
Parametric exponential linear unit for deep convolutional neural networks, in: ICMLA, IEEE
Trottier, L., Gigu, P., Chaib-draa, B., et al., 2017 · 2017
Cited alongside, same era.
A hierarchical approach for rain or snow removing in a single color image
Wang, Y., Liu, S., Chen, C., Zeng, B., 2017 · 2017
Cited alongside, same era.
Deep joint rain detection and removal from a single image, in: CVPR
Yang, W., Tan, R.T., Feng, J., Liu, J., Guo, Z., Yan, S., 2017 · 2017
Cited alongside, same era.
Density-aware single image de-raining using a multi-stream dense network, in: CVPR
Zhang, H., Patel, V.M., 2018 · 2018
Later among the works it cites.
Depth-attentional features for single-image rain removal, in: CVPR
Hu, X., Fu, C.W., Zhu, L., Heng, P.A., 2019 · 2019
Later among the works it cites.
Heavy rain image restoration: Integrating physics model and conditional adversarial learning, in: CVPR
Li, R., Cheong, L.F., Tan, R.T., 2019 · 2019
Later among the works it cites.
Progressive image deraining networks: a better and simpler baseline, in: CVPR
Ren, D., Zuo, W., Hu, Q., Zhu, P., Meng, D., 2019 · 2019
Later among the works it cites.
Deep high-resolution representation learning for human pose estimation, in: CVPR
Sun, K., Xiao, B., Liu, D., Wang, J., 2019 · 2019
Later among the works it cites.
Gradual network for single image de-raining, in: ACM MM
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Joint bi-layer optimization for single-image rain streak removal, in: ICCV, pp. 2526–2534
Zhu, L., Fu, C.W., Lischinski, D., Heng, P.A., 2017 · 2017
Cited alongside, same era.
Encoder-decoder with atrous separable convolution for semantic image segmentation, in: ECCV
Chen, L.C., Zhu, Y., Papandreou, G., Schroff, F., Adam, H., 2018 · 2018
Cited alongside, same era.
A directional global sparse model for single image rain removal
Deng, L.J., Huang, T.Z., Zhao, X.L., Jiang, T.X., 2018 · 2018
Cited alongside, same era.
Residual-guide network for single image deraining, in: ACM MM
Fan, Z., Wu, H., Fu, X., Huang, Y., Ding, X., 2018 · 2018
Cited alongside, same era.
Squeeze-and-excitation networks, in: CVPR
Hu, J., Shen, L., Sun, G., 2018 · 2018
Cited alongside, same era.
Multi-level wavelet-cnn for image restoration, in: CVPR Workshops
Liu, P., Zhang, H., Zhang, K., Lin, L., Zuo, W., 2018 · 2018
Cited alongside, same era.
Attentive generative adversarial network for raindrop removal from a single image, in: CVPR
Qian, R., Tan, R.T., Yang, W., Su, J., Liu, J., 2018 · 2018
Cited alongside, same era.
Yu, W., Huang, Z., Zhang, W., Feng, L., Xiao, N., 2019 · 2019
Later among the works it cites.
Image de-raining using a conditional generative adversarial network
Zhang, H., Sindagi, V., Patel, V.M., 2019 · 2019
Later among the works it cites.
Detail-recovery image deraining via context aggregation networks, in: CVPR
Deng, S., Wei, M., Wang, J., Feng, Y., Liang, L., Xie, H., Wang, F.L., Wang, M., 2020 · 2020
Closest in time.
Multi-scale progressive fusion network for single image deraining, in: CVPR
Jiang, K., Wang, Z., Yi, P., Chen, C., Huang, B., Luo, Y., Ma, J., Jiang, J., 2020 · 2020
Closest in time.
Subjective and objective de-raining quality assessment towards authentic rain image
Wu, Q., Wang, L., Ngan, K.N., Li, H., Meng, F., Xu, L., 2020 · 2020
Closest in time.
Towards scale-free rain streak removal via self-supervised fractal band learning., in: AAAI
Yang, W., Wang, S., Xu, D., Wang, X., Liu, J., 2020 · 2020
Closest in time.
Pre-trained image processing transformer, in: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, pp. 12299–12310
Chen, H., Wang, Y., Guo, T., Xu, C., Deng, Y., Liu, Z., Ma, S., Xu, C., Xu, C., Gao, W., 2021 · 2021
Closest in time.
Semi-supervised video deraining with dynamical rain generator, in: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, pp. 642–652
Yue, Z., Xie, J., Zhao, Q., Meng, D., 2021 · 2021
Closest in time.
Multi-stage progressive image restoration, in: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, pp. 14821–14831
Zamir, S.W., Arora, A., Khan, S., Hayat, M., Khan, F.S., Yang, M.H., Shao, L., 2021 · 2021
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