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Bananaware

6-nov, aug-test

Nov 6th, 2020 (edited)
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  1. tldr:
  2.  
  3. - Normal (sem augmentation):
  4.  
  5. Bucket splits: (<) [0.0, 0.5, 0.8, 0.9, 1.0]
  6. =-=
  7. Buckets Animal: [13, 13, 9, 6, 94] | [0.10, 0.10, 0.07, 0.04, 0.70])
  8. Final Animal || Accuracy: [1205/1469] (0.82) | Precision: [175/219] (0.80) | Recall: [175/395] (0.44)
  9.  
  10. ///
  11.  
  12. - AugVote: maioria de 5
  13.  
  14. Bucket splits: (<) [0.0, 0.5, 0.8, 0.9, 1.0]
  15. =-=
  16. Buckets Animal-AugVote: [254, 0, 0, 0, 1215] | [0.17, 0.00, 0.00, 0.00, 0.83])
  17. Final Animal-AugVote || Accuracy: [1215/1469] (0.83) | Precision: [168/195] (0.86) | Recall: [168/395] (0.43)
  18.  
  19. //
  20.  
  21. - Aug (contando todas as imagens)
  22.  
  23. Bucket splits: (<) [0.0, 0.5, 0.8, 0.9, 1.0]
  24. =-=
  25. Buckets Animal: [14, 15, 5, 16, 85] | [0.10, 0.11, 0.04, 0.12, 0.63])
  26. Final Animal || Accuracy: [5991/7345] (0.82) | Precision: [817/1013] (0.81) | Recall: [817/1975] (0.41)
  27.  
  28. ///
  29.  
  30.  
  31.  
  32. outros dados aleatórios irrelevantes de carregamento:
  33.  
  34. Model: CNN-Z_2x8F_K5_128_False4, Threshold (>=): 0.95
  35.  
  36. Time to load 875 images in "_class-imgs/Puruna_1": 2.03 seconds
  37. Mean time per image: 0.0023 seconds
  38. Time to load 3500 images in "_class-imgs/Puruna_1_aug": 8.54 seconds
  39. Mean time per image: 0.0024 seconds
  40. Time to load 294 images in "_class-imgs/Jersey_2": 2.28 seconds
  41. Mean time per image: 0.0078 seconds
  42. Time to load 1176 images in "_class-imgs/Jersey_2_aug": 10.47 seconds
  43. Mean time per image: 0.0089 seconds
  44. Time to load 300 images in "_class-imgs/Nelore~USP-P1": 0.44 seconds
  45. Mean time per image: 0.0015 seconds
  46. Time to load 1200 images in "_class-imgs/Nelore~USP-P1_aug": 1.90 seconds
  47. Mean time per image: 0.0016 seconds
  48.  
  49. ///
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