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GANの概要とDCGANのアーキテクチャ/アルゴリズム

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GANの概要とDCGANのアーキテクチャ/アルゴリズム

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社内で使った深層学習勉強会スライド(再構成版) 2019/10/30@Hirosaji

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Title (English): GAN overview and DCGAN architecture / algorithm

社内で使った深層学習勉強会スライド(再構成版) 2019/10/30@Hirosaji

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Title (English): GAN overview and DCGAN architecture / algorithm

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GANの概要とDCGANのアーキテクチャ/アルゴリズム

  1. 1. 👌 "
  2. 2. GAN
  3. 3. GAN
  4. 4. GAN
  5. 5. GAN 🙆
  6. 6. GAN
  7. 7. GAN
  8. 8. GAN
  9. 9. GAN
  10. 10. GAN
  11. 11. DCGAN
  12. 12. DCGAN
  13. 13. GAN -> DCGAN arXiv:1511.06434
  14. 14. NN
  15. 15. NN
  16. 16. CNN
  17. 17. CNN
  18. 18. CNN
  19. 19. CNN
  20. 20. CNN
  21. 21. CNN
  22. 22. DCGAN
  23. 23. DCGAN
  24. 24. Generator arXiv:1511.06434
  25. 25. Generator arXiv:1511.06434
  26. 26. Generator 

  27. 27. Generator 

  28. 28. Generator dumoulin/conv_arithmetic
  29. 29. Generator
  30. 30. Generator
  31. 31. Generator
  32. 32. Generator
  33. 33. Generator
  34. 34. Generator
  35. 35. Generator
  36. 36. Generator
  37. 37. Generator
  38. 38. Generator 

  39. 39. Generator
  40. 40. Generator arXiv:1502.03167
  41. 41. Generator 

  42. 42. Generator
  43. 43. DCGAN
  44. 44. Discriminator arXiv:1511.06434
  45. 45. Discriminator arXiv:1511.06434
  46. 46. Discriminator
  47. 47. Discriminator
  48. 48. Discriminator dumoulin/conv_arithmetic
  49. 49. Discriminator
  50. 50. Discriminator
  51. 51. Discriminator
  52. 52. Discriminator
  53. 53. Discriminator
  54. 54. Discriminator
  55. 55. Discriminator
  56. 56. DCGAN
  57. 57. DCGAN
  58. 58. DCGAN
  59. 59. DCGAN
  60. 60. DCGAN
  61. 61. DCGAN
  62. 62. DCGAN
  63. 63. DCGAN
  64. 64. DCGAN
  65. 65. DCGAN
  66. 66. . Deep Learning―Python , 2016 ! PyTorch , 2019 Goodfellow, Ian, et al. Generative adversarial nets., Advances in neural information processing systems. 2014 Radford, Alec, Luke Metz, Soumith Chintala. Unsupervised representation learning with deep convolutional generative adversarial networks., arXiv preprint, arXiv:1511.06434. 2015 Thank you!
  67. 67. Thank you! CS231n Winter 2016: Lecture 13: Segmentation, soft attention, spatial transformers https://youtu.be/ByjaPdWXKJ4 PyTorch documentation https://pytorch.org/docs/

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