Presentación de PowerPoint · 8 Image: R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3...
Transcript of Presentación de PowerPoint · 8 Image: R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3...
![Page 1: Presentación de PowerPoint · 8 Image: R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007. M. S. Brown, “Understanding](https://reader034.fdocuments.us/reader034/viewer/2022042400/5f0f20b47e708231d442a04f/html5/thumbnails/1.jpg)
aitorshuffle.github.io
![Page 2: Presentación de PowerPoint · 8 Image: R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007. M. S. Brown, “Understanding](https://reader034.fdocuments.us/reader034/viewer/2022042400/5f0f20b47e708231d442a04f/html5/thumbnails/2.jpg)
2 ▌
![Page 3: Presentación de PowerPoint · 8 Image: R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007. M. S. Brown, “Understanding](https://reader034.fdocuments.us/reader034/viewer/2022042400/5f0f20b47e708231d442a04f/html5/thumbnails/3.jpg)
3 ▌
![Page 4: Presentación de PowerPoint · 8 Image: R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007. M. S. Brown, “Understanding](https://reader034.fdocuments.us/reader034/viewer/2022042400/5f0f20b47e708231d442a04f/html5/thumbnails/4.jpg)
4 ▌
![Page 5: Presentación de PowerPoint · 8 Image: R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007. M. S. Brown, “Understanding](https://reader034.fdocuments.us/reader034/viewer/2022042400/5f0f20b47e708231d442a04f/html5/thumbnails/5.jpg)
5 ▌
![Page 6: Presentación de PowerPoint · 8 Image: R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007. M. S. Brown, “Understanding](https://reader034.fdocuments.us/reader034/viewer/2022042400/5f0f20b47e708231d442a04f/html5/thumbnails/6.jpg)
6 ▌
![Page 7: Presentación de PowerPoint · 8 Image: R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007. M. S. Brown, “Understanding](https://reader034.fdocuments.us/reader034/viewer/2022042400/5f0f20b47e708231d442a04f/html5/thumbnails/7.jpg)
7 ▌
Image:
R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007.
M. S. Brown, “Understanding the In-Camera Image Processing Pipeline for Computer Vision,” IEEE CVPR - Tutorial, 2016.
![Page 8: Presentación de PowerPoint · 8 Image: R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007. M. S. Brown, “Understanding](https://reader034.fdocuments.us/reader034/viewer/2022042400/5f0f20b47e708231d442a04f/html5/thumbnails/8.jpg)
8 ▌
Image:
R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007.
M. S. Brown, “Understanding the In-Camera Image Processing Pipeline for Computer Vision,” IEEE CVPR - Tutorial, 2016.
![Page 9: Presentación de PowerPoint · 8 Image: R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007. M. S. Brown, “Understanding](https://reader034.fdocuments.us/reader034/viewer/2022042400/5f0f20b47e708231d442a04f/html5/thumbnails/9.jpg)
9 ▌
Image:
R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007.
M. S. Brown, “Understanding the In-Camera Image Processing Pipeline for Computer Vision,” IEEE CVPR - Tutorial, 2016.
![Page 10: Presentación de PowerPoint · 8 Image: R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007. M. S. Brown, “Understanding](https://reader034.fdocuments.us/reader034/viewer/2022042400/5f0f20b47e708231d442a04f/html5/thumbnails/10.jpg)
10 ▌
Image:
R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007.
M. S. Brown, “Understanding the In-Camera Image Processing Pipeline for Computer Vision,” IEEE CVPR - Tutorial, 2016.
![Page 11: Presentación de PowerPoint · 8 Image: R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007. M. S. Brown, “Understanding](https://reader034.fdocuments.us/reader034/viewer/2022042400/5f0f20b47e708231d442a04f/html5/thumbnails/11.jpg)
11 ▌
Image:
R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007.
M. S. Brown, “Understanding the In-Camera Image Processing Pipeline for Computer Vision,” IEEE CVPR - Tutorial, 2016.
![Page 12: Presentación de PowerPoint · 8 Image: R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007. M. S. Brown, “Understanding](https://reader034.fdocuments.us/reader034/viewer/2022042400/5f0f20b47e708231d442a04f/html5/thumbnails/12.jpg)
12 ▌
Image:
R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007.
M. S. Brown, “Understanding the In-Camera Image Processing Pipeline for Computer Vision,” IEEE CVPR - Tutorial, 2016.
![Page 13: Presentación de PowerPoint · 8 Image: R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007. M. S. Brown, “Understanding](https://reader034.fdocuments.us/reader034/viewer/2022042400/5f0f20b47e708231d442a04f/html5/thumbnails/13.jpg)
13 ▌
[Nguyen2014] R. M. H. Nguyen, D. K. Prasad, and M. S. Brown, “Training-Based Spectral
Reconstruction from a Single RGB Image,” in Computer Vision ECCV 2014, D.
Fleet, T. Pajdla, B. Schiele, and T. Tuytelaars, Eds. Springer International
Publishing, 2014, pp. 186–201.
[Arad2016] B. Arad and O. Ben-Shahar, “Sparse Recovery of Hyperspectral Signal from
Natural RGB Images,” in ECCV, 2016, pp. 19–34.
[Robles-
Kelly2015]
A. Robles-Kelly, “Single Image Spectral Reconstruction for Multimedia
Applications,” in ACM Multimedia, 2015.
[Galliani2017] S. Galliani, C. Lanaras, D. Marmanis, E. Baltsavias, and K. Schindler, “Learned
Spectral Super-Resolution,” arXiv:1703.09470 [cs], Mar. 2017.
[Park2007] J. I. Park, M. H. Lee, M. D. Grossberg, and S. K. Nayar, “Multispectral Imaging
Using Multiplexed Illumination,” in 2007 IEEE 11th International Conference on
Computer Vision, 2007, pp. 1–8.
[Parmar2008] M. Parmar, S. Lansel, and B. A. Wandell, “Spatio-spectral reconstruction of the
multispectral datacube using sparse recovery,” in 2008 15th IEEE International
Conference on Image Processing, 2008, pp. 473–476.
[Goel2015] M. Goel et al., “HyperCam: Hyperspectral Imaging for Ubiquitous Computing
Applications,” in Proceedings of the 2015 ACM International Joint Conference on
Pervasive and Ubiquitous Computing, New York, NY, USA, 2015, pp. 145–156.
[Cao2011] X. Cao, X. Tong, Q. Dai, and S. Lin, “High resolution multispectral video capture
with a hybrid camera system,” in CVPR 2011, 2011, pp. 297–304.
![Page 14: Presentación de PowerPoint · 8 Image: R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007. M. S. Brown, “Understanding](https://reader034.fdocuments.us/reader034/viewer/2022042400/5f0f20b47e708231d442a04f/html5/thumbnails/14.jpg)
14 ▌
[Nguyen2014] R. M. H. Nguyen, D. K. Prasad, and M. S. Brown, “Training-Based Spectral
Reconstruction from a Single RGB Image,” in Computer Vision ECCV 2014, D.
Fleet, T. Pajdla, B. Schiele, and T. Tuytelaars, Eds. Springer International
Publishing, 2014, pp. 186–201.
[Arad2016] B. Arad and O. Ben-Shahar, “Sparse Recovery of Hyperspectral Signal from
Natural RGB Images,” in ECCV, 2016, pp. 19–34.
[Robles-
Kelly2015]
A. Robles-Kelly, “Single Image Spectral Reconstruction for Multimedia
Applications,” in ACM Multimedia, 2015.
[Galliani2017] S. Galliani, C. Lanaras, D. Marmanis, E. Baltsavias, and K. Schindler, “Learned
Spectral Super-Resolution,” arXiv:1703.09470 [cs], Mar. 2017.
[Park2007] J. I. Park, M. H. Lee, M. D. Grossberg, and S. K. Nayar, “Multispectral Imaging
Using Multiplexed Illumination,” in 2007 IEEE 11th International Conference on
Computer Vision, 2007, pp. 1–8.
[Parmar2008] M. Parmar, S. Lansel, and B. A. Wandell, “Spatio-spectral reconstruction of the
multispectral datacube using sparse recovery,” in 2008 15th IEEE International
Conference on Image Processing, 2008, pp. 473–476.
[Goel2015] M. Goel et al., “HyperCam: Hyperspectral Imaging for Ubiquitous Computing
Applications,” in Proceedings of the 2015 ACM International Joint Conference on
Pervasive and Ubiquitous Computing, New York, NY, USA, 2015, pp. 145–156.
[Cao2011] X. Cao, X. Tong, Q. Dai, and S. Lin, “High resolution multispectral video capture
with a hybrid camera system,” in CVPR 2011, 2011, pp. 297–304.
![Page 15: Presentación de PowerPoint · 8 Image: R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007. M. S. Brown, “Understanding](https://reader034.fdocuments.us/reader034/viewer/2022042400/5f0f20b47e708231d442a04f/html5/thumbnails/15.jpg)
15 ▌
[Nguyen2014] R. M. H. Nguyen, D. K. Prasad, and M. S. Brown, “Training-Based Spectral
Reconstruction from a Single RGB Image,” in Computer Vision ECCV 2014, D.
Fleet, T. Pajdla, B. Schiele, and T. Tuytelaars, Eds. Springer International
Publishing, 2014, pp. 186–201.
[Arad2016] B. Arad and O. Ben-Shahar, “Sparse Recovery of Hyperspectral Signal from
Natural RGB Images,” in ECCV, 2016, pp. 19–34.
[Robles-
Kelly2015]
A. Robles-Kelly, “Single Image Spectral Reconstruction for Multimedia
Applications,” in ACM Multimedia, 2015.
[Galliani2017] S. Galliani, C. Lanaras, D. Marmanis, E. Baltsavias, and K. Schindler, “Learned
Spectral Super-Resolution,” arXiv:1703.09470 [cs], Mar. 2017.
[Park2007] J. I. Park, M. H. Lee, M. D. Grossberg, and S. K. Nayar, “Multispectral Imaging
Using Multiplexed Illumination,” in 2007 IEEE 11th International Conference on
Computer Vision, 2007, pp. 1–8.
[Parmar2008] M. Parmar, S. Lansel, and B. A. Wandell, “Spatio-spectral reconstruction of the
multispectral datacube using sparse recovery,” in 2008 15th IEEE International
Conference on Image Processing, 2008, pp. 473–476.
[Goel2015] M. Goel et al., “HyperCam: Hyperspectral Imaging for Ubiquitous Computing
Applications,” in Proceedings of the 2015 ACM International Joint Conference on
Pervasive and Ubiquitous Computing, New York, NY, USA, 2015, pp. 145–156.
[Cao2011] X. Cao, X. Tong, Q. Dai, and S. Lin, “High resolution multispectral video capture
with a hybrid camera system,” in CVPR 2011, 2011, pp. 297–304.
![Page 16: Presentación de PowerPoint · 8 Image: R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007. M. S. Brown, “Understanding](https://reader034.fdocuments.us/reader034/viewer/2022042400/5f0f20b47e708231d442a04f/html5/thumbnails/16.jpg)
16 ▌
[Nguyen2014] R. M. H. Nguyen, D. K. Prasad, and M. S. Brown, “Training-Based Spectral
Reconstruction from a Single RGB Image,” in Computer Vision ECCV 2014, D.
Fleet, T. Pajdla, B. Schiele, and T. Tuytelaars, Eds. Springer International
Publishing, 2014, pp. 186–201.
[Arad2016] B. Arad and O. Ben-Shahar, “Sparse Recovery of Hyperspectral Signal from
Natural RGB Images,” in ECCV, 2016, pp. 19–34.
[Robles-
Kelly2015]
A. Robles-Kelly, “Single Image Spectral Reconstruction for Multimedia
Applications,” in ACM Multimedia, 2015.
[Galliani2017] S. Galliani, C. Lanaras, D. Marmanis, E. Baltsavias, and K. Schindler, “Learned
Spectral Super-Resolution,” arXiv:1703.09470 [cs], Mar. 2017.
[Park2007] J. I. Park, M. H. Lee, M. D. Grossberg, and S. K. Nayar, “Multispectral Imaging
Using Multiplexed Illumination,” in 2007 IEEE 11th International Conference on
Computer Vision, 2007, pp. 1–8.
[Parmar2008] M. Parmar, S. Lansel, and B. A. Wandell, “Spatio-spectral reconstruction of the
multispectral datacube using sparse recovery,” in 2008 15th IEEE International
Conference on Image Processing, 2008, pp. 473–476.
[Goel2015] M. Goel et al., “HyperCam: Hyperspectral Imaging for Ubiquitous Computing
Applications,” in Proceedings of the 2015 ACM International Joint Conference on
Pervasive and Ubiquitous Computing, New York, NY, USA, 2015, pp. 145–156.
[Cao2011] X. Cao, X. Tong, Q. Dai, and S. Lin, “High resolution multispectral video capture
with a hybrid camera system,” in CVPR 2011, 2011, pp. 297–304.
![Page 17: Presentación de PowerPoint · 8 Image: R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007. M. S. Brown, “Understanding](https://reader034.fdocuments.us/reader034/viewer/2022042400/5f0f20b47e708231d442a04f/html5/thumbnails/17.jpg)
17 ▌ [Arad2016] B. Arad and O. Ben-Shahar, “Sparse Recovery of Hyperspectral Signal from Natural RGB Images,” in ECCV,
2016, pp. 19–34.
![Page 18: Presentación de PowerPoint · 8 Image: R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007. M. S. Brown, “Understanding](https://reader034.fdocuments.us/reader034/viewer/2022042400/5f0f20b47e708231d442a04f/html5/thumbnails/18.jpg)
18 ▌
![Page 19: Presentación de PowerPoint · 8 Image: R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007. M. S. Brown, “Understanding](https://reader034.fdocuments.us/reader034/viewer/2022042400/5f0f20b47e708231d442a04f/html5/thumbnails/19.jpg)
19 ▌
![Page 20: Presentación de PowerPoint · 8 Image: R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007. M. S. Brown, “Understanding](https://reader034.fdocuments.us/reader034/viewer/2022042400/5f0f20b47e708231d442a04f/html5/thumbnails/20.jpg)
20 ▌
https://blog.openai.com/generative-models/
https://www.youtube.com/watch?v=J0o6LhaUSsc&vl=en
[Goodfellow2014] . Goodfellow et al., “Generative Adversarial Nets,” in Advances in Neural Information Processing Systems 27, 2014, pp. 2672–2680.
![Page 21: Presentación de PowerPoint · 8 Image: R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007. M. S. Brown, “Understanding](https://reader034.fdocuments.us/reader034/viewer/2022042400/5f0f20b47e708231d442a04f/html5/thumbnails/21.jpg)
21 ▌
https://blog.openai.com/generative-models/
https://www.youtube.com/watch?v=J0o6LhaUSsc&vl=en
[Goodfellow2014] . Goodfellow et al., “Generative Adversarial Nets,” in Advances in Neural Information Processing Systems 27, 2014, pp. 2672–2680.
![Page 22: Presentación de PowerPoint · 8 Image: R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007. M. S. Brown, “Understanding](https://reader034.fdocuments.us/reader034/viewer/2022042400/5f0f20b47e708231d442a04f/html5/thumbnails/22.jpg)
22 ▌ D. Berthelot, T. Schumm, and L. Metz, “BEGAN: Boundary Equilibrium Generative Adversarial Networks,” Mar. 2017.
![Page 23: Presentación de PowerPoint · 8 Image: R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007. M. S. Brown, “Understanding](https://reader034.fdocuments.us/reader034/viewer/2022042400/5f0f20b47e708231d442a04f/html5/thumbnails/23.jpg)
23 ▌
[Isola2017] P. Isola, J.-Y. Zhu, T. Zhou, and A. A. Efros, “Image-To-Image Translation With Conditional Adversarial Networks,” in The IEEE
Conference on Computer Vision and Pattern Recognition (CVPR), 2017.
[Hesse2017] Christopher Hesse, “Image-to-Image Demo - Affine Layer,” 19-Feb-2017. https://affinelayer.com/pixsrv/.
![Page 24: Presentación de PowerPoint · 8 Image: R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007. M. S. Brown, “Understanding](https://reader034.fdocuments.us/reader034/viewer/2022042400/5f0f20b47e708231d442a04f/html5/thumbnails/24.jpg)
24 ▌
[Isola2017] P. Isola, J.-Y. Zhu, T. Zhou, and A. A. Efros, “Image-To-Image Translation With Conditional Adversarial Networks,” in The IEEE
Conference on Computer Vision and Pattern Recognition (CVPR), 2017.
[Hesse2017] Christopher Hesse, “Image-to-Image Demo - Affine Layer,” 19-Feb-2017. https://affinelayer.com/pixsrv/.
![Page 25: Presentación de PowerPoint · 8 Image: R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007. M. S. Brown, “Understanding](https://reader034.fdocuments.us/reader034/viewer/2022042400/5f0f20b47e708231d442a04f/html5/thumbnails/25.jpg)
25 ▌
[Isola2017] P. Isola, J.-Y. Zhu, T. Zhou, and A. A. Efros, “Image-To-Image Translation With Conditional Adversarial Networks,” in The IEEE
Conference on Computer Vision and Pattern Recognition (CVPR), 2017.
[Hesse2017] Christopher Hesse, “Image-to-Image Demo - Affine Layer,” 19-Feb-2017. https://affinelayer.com/pixsrv/.
![Page 26: Presentación de PowerPoint · 8 Image: R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007. M. S. Brown, “Understanding](https://reader034.fdocuments.us/reader034/viewer/2022042400/5f0f20b47e708231d442a04f/html5/thumbnails/26.jpg)
26 ▌
[Isola2017] P. Isola, J.-Y. Zhu, T. Zhou, and A. A. Efros, “Image-To-Image Translation With Conditional Adversarial Networks,” in The IEEE
Conference on Computer Vision and Pattern Recognition (CVPR), 2017.
[Hesse2017] Christopher Hesse, “Image-to-Image Demo - Affine Layer,” 19-Feb-2017. https://affinelayer.com/pixsrv/.
![Page 27: Presentación de PowerPoint · 8 Image: R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007. M. S. Brown, “Understanding](https://reader034.fdocuments.us/reader034/viewer/2022042400/5f0f20b47e708231d442a04f/html5/thumbnails/27.jpg)
27 ▌
[Isola2017] P. Isola, J.-Y. Zhu, T. Zhou, and A. A. Efros, “Image-To-Image Translation With Conditional Adversarial Networks,” in The IEEE
Conference on Computer Vision and Pattern Recognition (CVPR), 2017.
[Hesse2017] Christopher Hesse, “Image-to-Image Demo - Affine Layer,” 19-Feb-2017. https://affinelayer.com/pixsrv/.
![Page 28: Presentación de PowerPoint · 8 Image: R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007. M. S. Brown, “Understanding](https://reader034.fdocuments.us/reader034/viewer/2022042400/5f0f20b47e708231d442a04f/html5/thumbnails/28.jpg)
28 ▌
![Page 29: Presentación de PowerPoint · 8 Image: R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007. M. S. Brown, “Understanding](https://reader034.fdocuments.us/reader034/viewer/2022042400/5f0f20b47e708231d442a04f/html5/thumbnails/29.jpg)
29 ▌
![Page 30: Presentación de PowerPoint · 8 Image: R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007. M. S. Brown, “Understanding](https://reader034.fdocuments.us/reader034/viewer/2022042400/5f0f20b47e708231d442a04f/html5/thumbnails/30.jpg)
30 ▌
Conv2D(k=3,s=2) + BatchNorm + LeakyReLU
Conv2DTranspose(k=2,s=1) + Dropout(r=0.1) + Merge( ) + LeakyReLU
Conv2D(k=1,s=1) + LeakyReLU
![Page 31: Presentación de PowerPoint · 8 Image: R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007. M. S. Brown, “Understanding](https://reader034.fdocuments.us/reader034/viewer/2022042400/5f0f20b47e708231d442a04f/html5/thumbnails/31.jpg)
31 ▌
Conv2D(k=3,s=2) + BatchNorm + LeakyReLU
Conv2DTranspose(k=2,s=1) + Dropout(r=0.1) + Merge( ) + LeakyReLU
Conv2D(k=1,s=1) + LeakyReLU
![Page 32: Presentación de PowerPoint · 8 Image: R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007. M. S. Brown, “Understanding](https://reader034.fdocuments.us/reader034/viewer/2022042400/5f0f20b47e708231d442a04f/html5/thumbnails/32.jpg)
32 ▌ Conv2D(k=3,s=2) + LeakyReLU
![Page 33: Presentación de PowerPoint · 8 Image: R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007. M. S. Brown, “Understanding](https://reader034.fdocuments.us/reader034/viewer/2022042400/5f0f20b47e708231d442a04f/html5/thumbnails/33.jpg)
33 ▌
![Page 34: Presentación de PowerPoint · 8 Image: R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007. M. S. Brown, “Understanding](https://reader034.fdocuments.us/reader034/viewer/2022042400/5f0f20b47e708231d442a04f/html5/thumbnails/34.jpg)
34 ▌
![Page 35: Presentación de PowerPoint · 8 Image: R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007. M. S. Brown, “Understanding](https://reader034.fdocuments.us/reader034/viewer/2022042400/5f0f20b47e708231d442a04f/html5/thumbnails/35.jpg)
35 ▌
![Page 36: Presentación de PowerPoint · 8 Image: R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007. M. S. Brown, “Understanding](https://reader034.fdocuments.us/reader034/viewer/2022042400/5f0f20b47e708231d442a04f/html5/thumbnails/36.jpg)
36 ▌
![Page 37: Presentación de PowerPoint · 8 Image: R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007. M. S. Brown, “Understanding](https://reader034.fdocuments.us/reader034/viewer/2022042400/5f0f20b47e708231d442a04f/html5/thumbnails/37.jpg)
37 ▌
![Page 38: Presentación de PowerPoint · 8 Image: R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007. M. S. Brown, “Understanding](https://reader034.fdocuments.us/reader034/viewer/2022042400/5f0f20b47e708231d442a04f/html5/thumbnails/38.jpg)
38 ▌
![Page 39: Presentación de PowerPoint · 8 Image: R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007. M. S. Brown, “Understanding](https://reader034.fdocuments.us/reader034/viewer/2022042400/5f0f20b47e708231d442a04f/html5/thumbnails/39.jpg)
39 ▌
![Page 40: Presentación de PowerPoint · 8 Image: R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007. M. S. Brown, “Understanding](https://reader034.fdocuments.us/reader034/viewer/2022042400/5f0f20b47e708231d442a04f/html5/thumbnails/40.jpg)
40 ▌
![Page 41: Presentación de PowerPoint · 8 Image: R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007. M. S. Brown, “Understanding](https://reader034.fdocuments.us/reader034/viewer/2022042400/5f0f20b47e708231d442a04f/html5/thumbnails/41.jpg)
41 ▌
![Page 42: Presentación de PowerPoint · 8 Image: R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007. M. S. Brown, “Understanding](https://reader034.fdocuments.us/reader034/viewer/2022042400/5f0f20b47e708231d442a04f/html5/thumbnails/42.jpg)
42 ▌
![Page 43: Presentación de PowerPoint · 8 Image: R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007. M. S. Brown, “Understanding](https://reader034.fdocuments.us/reader034/viewer/2022042400/5f0f20b47e708231d442a04f/html5/thumbnails/43.jpg)
43 ▌
![Page 44: Presentación de PowerPoint · 8 Image: R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007. M. S. Brown, “Understanding](https://reader034.fdocuments.us/reader034/viewer/2022042400/5f0f20b47e708231d442a04f/html5/thumbnails/44.jpg)
44 ▌
![Page 45: Presentación de PowerPoint · 8 Image: R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007. M. S. Brown, “Understanding](https://reader034.fdocuments.us/reader034/viewer/2022042400/5f0f20b47e708231d442a04f/html5/thumbnails/45.jpg)
45 ▌
![Page 46: Presentación de PowerPoint · 8 Image: R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007. M. S. Brown, “Understanding](https://reader034.fdocuments.us/reader034/viewer/2022042400/5f0f20b47e708231d442a04f/html5/thumbnails/46.jpg)
46 ▌
![Page 47: Presentación de PowerPoint · 8 Image: R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007. M. S. Brown, “Understanding](https://reader034.fdocuments.us/reader034/viewer/2022042400/5f0f20b47e708231d442a04f/html5/thumbnails/47.jpg)
47 ▌
![Page 48: Presentación de PowerPoint · 8 Image: R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007. M. S. Brown, “Understanding](https://reader034.fdocuments.us/reader034/viewer/2022042400/5f0f20b47e708231d442a04f/html5/thumbnails/48.jpg)
48 ▌
![Page 49: Presentación de PowerPoint · 8 Image: R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007. M. S. Brown, “Understanding](https://reader034.fdocuments.us/reader034/viewer/2022042400/5f0f20b47e708231d442a04f/html5/thumbnails/49.jpg)
49 ▌
![Page 50: Presentación de PowerPoint · 8 Image: R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007. M. S. Brown, “Understanding](https://reader034.fdocuments.us/reader034/viewer/2022042400/5f0f20b47e708231d442a04f/html5/thumbnails/50.jpg)
50 ▌
![Page 51: Presentación de PowerPoint · 8 Image: R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007. M. S. Brown, “Understanding](https://reader034.fdocuments.us/reader034/viewer/2022042400/5f0f20b47e708231d442a04f/html5/thumbnails/51.jpg)
51 ▌
![Page 52: Presentación de PowerPoint · 8 Image: R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007. M. S. Brown, “Understanding](https://reader034.fdocuments.us/reader034/viewer/2022042400/5f0f20b47e708231d442a04f/html5/thumbnails/52.jpg)
52 ▌
![Page 53: Presentación de PowerPoint · 8 Image: R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007. M. S. Brown, “Understanding](https://reader034.fdocuments.us/reader034/viewer/2022042400/5f0f20b47e708231d442a04f/html5/thumbnails/53.jpg)
53 ▌
![Page 54: Presentación de PowerPoint · 8 Image: R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007. M. S. Brown, “Understanding](https://reader034.fdocuments.us/reader034/viewer/2022042400/5f0f20b47e708231d442a04f/html5/thumbnails/54.jpg)
54 ▌
![Page 55: Presentación de PowerPoint · 8 Image: R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007. M. S. Brown, “Understanding](https://reader034.fdocuments.us/reader034/viewer/2022042400/5f0f20b47e708231d442a04f/html5/thumbnails/55.jpg)
55 ▌
![Page 56: Presentación de PowerPoint · 8 Image: R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007. M. S. Brown, “Understanding](https://reader034.fdocuments.us/reader034/viewer/2022042400/5f0f20b47e708231d442a04f/html5/thumbnails/56.jpg)
56 ▌
![Page 57: Presentación de PowerPoint · 8 Image: R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007. M. S. Brown, “Understanding](https://reader034.fdocuments.us/reader034/viewer/2022042400/5f0f20b47e708231d442a04f/html5/thumbnails/57.jpg)
57 ▌
![Page 58: Presentación de PowerPoint · 8 Image: R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007. M. S. Brown, “Understanding](https://reader034.fdocuments.us/reader034/viewer/2022042400/5f0f20b47e708231d442a04f/html5/thumbnails/58.jpg)
58 ▌
![Page 59: Presentación de PowerPoint · 8 Image: R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007. M. S. Brown, “Understanding](https://reader034.fdocuments.us/reader034/viewer/2022042400/5f0f20b47e708231d442a04f/html5/thumbnails/59.jpg)
59 ▌
![Page 60: Presentación de PowerPoint · 8 Image: R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007. M. S. Brown, “Understanding](https://reader034.fdocuments.us/reader034/viewer/2022042400/5f0f20b47e708231d442a04f/html5/thumbnails/60.jpg)
60 ▌
![Page 61: Presentación de PowerPoint · 8 Image: R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007. M. S. Brown, “Understanding](https://reader034.fdocuments.us/reader034/viewer/2022042400/5f0f20b47e708231d442a04f/html5/thumbnails/61.jpg)
61 ▌
![Page 62: Presentación de PowerPoint · 8 Image: R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007. M. S. Brown, “Understanding](https://reader034.fdocuments.us/reader034/viewer/2022042400/5f0f20b47e708231d442a04f/html5/thumbnails/62.jpg)
62 ▌
![Page 63: Presentación de PowerPoint · 8 Image: R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007. M. S. Brown, “Understanding](https://reader034.fdocuments.us/reader034/viewer/2022042400/5f0f20b47e708231d442a04f/html5/thumbnails/63.jpg)
63 ▌
![Page 64: Presentación de PowerPoint · 8 Image: R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007. M. S. Brown, “Understanding](https://reader034.fdocuments.us/reader034/viewer/2022042400/5f0f20b47e708231d442a04f/html5/thumbnails/64.jpg)
64 ▌
![Page 65: Presentación de PowerPoint · 8 Image: R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007. M. S. Brown, “Understanding](https://reader034.fdocuments.us/reader034/viewer/2022042400/5f0f20b47e708231d442a04f/html5/thumbnails/65.jpg)
65 ▌
![Page 66: Presentación de PowerPoint · 8 Image: R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007. M. S. Brown, “Understanding](https://reader034.fdocuments.us/reader034/viewer/2022042400/5f0f20b47e708231d442a04f/html5/thumbnails/66.jpg)
66 ▌
![Page 67: Presentación de PowerPoint · 8 Image: R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007. M. S. Brown, “Understanding](https://reader034.fdocuments.us/reader034/viewer/2022042400/5f0f20b47e708231d442a04f/html5/thumbnails/67.jpg)
67 ▌
![Page 68: Presentación de PowerPoint · 8 Image: R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007. M. S. Brown, “Understanding](https://reader034.fdocuments.us/reader034/viewer/2022042400/5f0f20b47e708231d442a04f/html5/thumbnails/68.jpg)
68 ▌
![Page 69: Presentación de PowerPoint · 8 Image: R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007. M. S. Brown, “Understanding](https://reader034.fdocuments.us/reader034/viewer/2022042400/5f0f20b47e708231d442a04f/html5/thumbnails/69.jpg)
69 ▌
![Page 70: Presentación de PowerPoint · 8 Image: R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007. M. S. Brown, “Understanding](https://reader034.fdocuments.us/reader034/viewer/2022042400/5f0f20b47e708231d442a04f/html5/thumbnails/70.jpg)
70 ▌
![Page 71: Presentación de PowerPoint · 8 Image: R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007. M. S. Brown, “Understanding](https://reader034.fdocuments.us/reader034/viewer/2022042400/5f0f20b47e708231d442a04f/html5/thumbnails/71.jpg)
71 ▌
![Page 72: Presentación de PowerPoint · 8 Image: R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007. M. S. Brown, “Understanding](https://reader034.fdocuments.us/reader034/viewer/2022042400/5f0f20b47e708231d442a04f/html5/thumbnails/72.jpg)
72 ▌
![Page 73: Presentación de PowerPoint · 8 Image: R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007. M. S. Brown, “Understanding](https://reader034.fdocuments.us/reader034/viewer/2022042400/5f0f20b47e708231d442a04f/html5/thumbnails/73.jpg)
73 ▌
![Page 74: Presentación de PowerPoint · 8 Image: R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007. M. S. Brown, “Understanding](https://reader034.fdocuments.us/reader034/viewer/2022042400/5f0f20b47e708231d442a04f/html5/thumbnails/74.jpg)
74 ▌
![Page 75: Presentación de PowerPoint · 8 Image: R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007. M. S. Brown, “Understanding](https://reader034.fdocuments.us/reader034/viewer/2022042400/5f0f20b47e708231d442a04f/html5/thumbnails/75.jpg)
75 ▌
![Page 76: Presentación de PowerPoint · 8 Image: R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007. M. S. Brown, “Understanding](https://reader034.fdocuments.us/reader034/viewer/2022042400/5f0f20b47e708231d442a04f/html5/thumbnails/76.jpg)
76 ▌
![Page 77: Presentación de PowerPoint · 8 Image: R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007. M. S. Brown, “Understanding](https://reader034.fdocuments.us/reader034/viewer/2022042400/5f0f20b47e708231d442a04f/html5/thumbnails/77.jpg)
https://aitorshuffle.github.io
www.computervisionbytecnalia.com
http://www.cvc.uab.es/LAMP/