Fig. 1. Compare edge preserving smoothing on an Infrared Image with gaussian noise. (a) Input Image. (b) Gaussian noise added. (c) Bitonic. (d) GIF. (e) RTV. (f) WLS. (g) RoG. (h) RoGIF
Fig. 2. Compare edge preserving smoothing on an Infrared Image with gaussian noise. (a) Input Image. (b) Gaussian noise added. (c) Bitonic. (d) GIF. (e) RTV. (f) WLS. (g) RoG. (h) RoGIF
Fig. 3. Compare detail enhancement on an Infrared Image. (a),(e),(i) Bitonic. (b),(f),(j) RTV. (c),(g),(k) RoG. (d),(h),(i) RoGIF
Fig. 4. Detail enhancement (a) Coarse detail boost, (b) Fine detail boost, (c) Combine Coarse and Fine detail
Table 1. Algorithm of RoGIF
Table 2. PSNR, SSIM values for Fig. 1,2.
References
- M. Jiang, "Edge enhancement and noise suppression for infrared image based on feature analysis," Infrared Physics and Technology, Vol. 91, pp. 142-152, June 2018. https://doi.org/10.1016/j.infrared.2018.04.005
- C. Tomasi, and R. Manduchi, "Bilateral filtering for gray and color images," Proceedings of the 6th International Conference on Computer Vision, pp. 839-846, 1998.
- K. He, J. Sun, and X. Tang, "Guided Image Filtering," IEEE Trans. on Pattern Analysis and Machine Intelligence, Vol. 36, No. 6, pp. 1397-1409, June 2013.
- Z. Farbman, R. Fattal, D. Lischinski, and R. Szeliski, "Edge-preserving decompositions for multi-scale tone and detail manipulation," ACM Trans. on Graphics, Vol. 27, No. 3, pp. 67:1-10, Aug 2008.
- L. I. Rudin, S. Osher, and E. Fatemi, "Nonlinear total variation based noise removal algorithm," Physica D: Nonlinear Phenomena, Vol. 60, No. 1-4, pp. 259-268, Nov 1992. https://doi.org/10.1016/0167-2789(92)90242-F
- L. Xu, Q. Yan, Y. Xia, and J. Jia, "Structure extraction from texture via relative total variation," ACM Trans. on Graphics, Vol. 31, No. 6, pp. 139:1-10, Nov 2012.
- B. Cai, X. Xing, and X. Xu, "Edge/structure preserving smoothing via relativity-of-Gaussian," Proceedings of the International Conference on Image Processing, pp. 250-254, 2017.
- E. J. Candes, M. B. Wakin, and S. P. Boyd, "Enhancing sparsity by reweighted l1 minimization," Journal of Fourier analysis and applications, Vol. 14, No. 5-6, pp. 877-905, Oct 2008. https://doi.org/10.1007/s00041-008-9045-x
- G. Treece, "The Bitonic Filter: Linear Filtering in an Edge-Preserving Morphological Framework," Proceedings of the International Conference on Image Processing, pp. 5199-5211, 2016.
- F. Durand and J. Dorsey, "Fast Bilateral Filtering for the Display of High-Dynamic-Range Images," ACM Trans. on Graphics, Vol. 21, No. 3, pp. 257-266, July 2012.
- D. G. Lowe, "Distinctive Image Features from Scale-Invariant Keypoints," International Journal of Computer Vision, Vol. 60, No. 2, pp. 91-110, Nov 2004. https://doi.org/10.1023/B:VISI.0000029664.99615.94
- Chan-Geun Park, and Byung-In Choi, "The effective noise reduction method in infrared image using bilateral filter based on median value," Journal of The Korea Society of Computer and Information, Vol. 21, No. 12, pp. 27-33, Dec 2016. https://doi.org/10.9708/JKSCI.2016.21.12.027
- Dong-Seok Lee, and Hyun-Jin Yang, "Adaptive Histogram Projection And Detail Enhancement for the Visualization of High Dynamic Range Infrared Images," Journal of The Korea Society of Computer and Information, Vol. 21, No. 11, pp. 23-30, Nov 2016. https://doi.org/10.9708/JKSCI.2016.21.11.023