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16-824 Group 18 Project Website
  • Main Page
    • Related Work
    • Method
    • Results
    • Summary
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16-824 Group 18 Project Website
  • Main Page
    • Related Work
    • Method
    • Results
    • Summary
    • Resources and Links
  • More
    • Main Page
      • Related Work
      • Method
      • Results
      • Summary
      • Resources and Links

Project Github URL: https://github.com/jainnidhi55/RaindropRemoval.git

Dataset Source: https://drive.google.com/open?id=1e7R76s6vwUJxILOcAsthgDLPSnOrQ49K

References:

  • [1] Qian, R., Tan, R. T., Yang, W., Su, J., & Liu, J. (2018). Attentive generative adversarial network for raindrop removal from a single image. In Proceedings of the IEEE conference on computer vision and pattern recognition (pp. 2482-2491).

  • [2] Nazeri, K., Ng, E., Joseph, T., Qureshi, F. Z., & Ebrahimi, M. (2019). Edgeconnect: Generative image inpainting with adversarial edge learning. arXiv preprint arXiv:1901.00212.

  • [3] Garg, K., & Nayar, S.K. (2003). Photometric Model of a Rain Drop.

  • [4] Li, R., Cheong, L.F., & Tan, R.T. (2019). Heavy Rain Image Restoration: Integrating Physics Model and Conditional Adversarial Learning. 2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 1633-1642.

  • [5] Nazeri, K., Ng, E., Joseph, T., Qureshi, F., & Ebrahimi, M. (2019, October). EdgeConnect: Structure Guided Image Inpainting using Edge Prediction. The IEEE International Conference on Computer Vision (ICCV) Workshops.

  • [6] D. Eigen, D. Krishnan, and R. Fergus. Restoring an image taken through a window covered with dirt or rain. In Proceedings of the IEEE International Conference on Computer Vision, pages 633–640, 2013. 2, 3, 6, 7.

  • [7] P. Isola, J.-Y. Zhu, T. Zhou, and A. A. Efros. Image-to-image translation with conditional adversarial networks. arXiv preprint arXiv:1611.07004, 2016. 3, 6, 7.

  • [8] B. Zhou, A. Lapedriza, A. Khosla, A. Oliva, and A. Torralba. Places: A 10 million image database for scene recognition. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2017. 2, 5

  • [9] P. Isola, J.-Y. Zhu, T. Zhou, and A. A. Efros. Image-to-image translation with conditional adversarial networks. In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2017. 3, 11

  • [10] Yang, Tao, et al. "Raindrop removal with light field image using image inpainting." IEEE Access 8 (2020): 58416-58426.

Images:

  • [a] https://www.pewtrusts.org/-/media/post-launch-images/2020/03/gettyimages838815210jpgmaster/16x9_m.jpg

  • [b] https://arborgate.com/blog/randys-rants/rain-rain-come-today/

  • [c] https://www.carmudi.com.ph/journal/prevent-your-windshield-from-fogging-in-the-rain/

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