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lamiastella

data transform with and without augmentation 224 or (224,224

May 18th, 2019
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Python 1.53 KB | None | 0 0
  1. data_transforms = {
  2.     'train': transforms.Compose([
  3.         transforms.Resize((224, 224)),
  4.         transforms.ToTensor(),
  5.         transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225])
  6.     ]),
  7.        
  8.         'test': transforms.Compose([
  9.         transforms.Resize((224, 224)),
  10.         transforms.ToTensor(),
  11.         transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225])
  12.     ]),
  13. }
  14.  
  15.  
  16.  
  17. Works
  18.  
  19.  
  20. but the following doesn't work
  21.  
  22.  
  23. data_transforms = {
  24.    'train': transforms.Compose([
  25.        transforms.Resize(224),
  26.        transforms.ToTensor(),
  27.        transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225])
  28.    ]),
  29.  
  30.        'test': transforms.Compose([
  31.        transforms.Resize(224),
  32.        transforms.ToTensor(),
  33.        transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225])
  34.    ]),
  35. }
  36.  
  37.  
  38.  
  39. However, the following is what I had and worked before I talk to you yesterday (which has augmentation):
  40.  
  41. data_transforms = {
  42.    'train': transforms.Compose([
  43.        transforms.RandomResizedCrop(224),
  44.        transforms.RandomHorizontalFlip(),
  45.        transforms.RandomRotation(20),
  46.        transforms.ColorJitter(0.3, 0.3, 0.3),
  47.        transforms.ToTensor(),
  48.        transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225])
  49.    ]),
  50.  
  51.        'test': transforms.Compose([
  52.        transforms.Resize(256),
  53.        transforms.CenterCrop(224),
  54.        transforms.ToTensor(),
  55.        transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225])
  56.    ]),
  57. }
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