Tag: data-augmentation

8 CNN - imbalanced classes, class weights vs data augmentation 2019-03-16T15:50:39.950

7 Why augmenting the training data with binary attributes works better for our dataset? 2016-11-11T15:52:27.770

6 Data Augmentation for Regression 2017-10-03T12:59:23.943

6 When using Data augmentation is it ok to validate only with the original images? 2018-11-19T16:00:18.680

5 Data Augmentation in videos 2017-03-29T19:22:04.047

5 Memory error on using data generator in keras 2018-05-31T04:04:29.447

4 How to implement PCA color augmentation as discussed in AlexNet 2018-04-21T06:50:42.490

4 Is GridSearchCV in combination with ImageDataGenerator possible and recommendable? 2019-12-28T21:49:59.987

4 Why are results without Transfer Learning better than with Transfer Learning? 2020-08-03T10:37:01.683

3 Are there libraries or techniques for 'noisifying' text data? 2016-10-28T21:47:16.713

3 Data Augmentation in Tensorflow 2017-08-15T22:01:52.660

3 How to create speech commands data set 2018-07-25T07:07:03.553

3 How can I augment my image data? 2018-11-13T17:38:26.170

3 Back-Translation model for German and English 2019-06-03T14:51:02.070

2 Spatial Transformer Networks and Data Augmentation 2018-06-18T09:54:34.950

2 Data augmentation / feature extraction on pre-trained convnets 2018-09-06T19:26:52.373

2 How to benefit Data augmentation when it yields to different classes 2018-12-16T21:45:14.490

2 Is there a disadvantage to letting a model train for a large number of epochs? 2019-01-27T14:44:10.233

2 Is there any augmentation tool for images and bounding boxes? 2019-03-18T04:01:00.757

2 Implementing back translation as a data augmentation for text classification 2019-03-29T07:25:32.243

2 Is image sharpening a good idea for data augmentation? 2019-04-03T14:42:28.493

2 Why can't I use data augmentation with a pretrained convnet? 2019-04-10T18:17:30.680

2 after augmentation validation accuracy going down? 2019-07-05T00:39:45.930

2 Data Augmentation techniques for classification of imbalanced time series datasets 2019-11-07T14:28:26.393

2 How to do data augmentation for Machine Learning on statistical data? 2020-06-15T07:47:28.553

2 What is the use of using width/height shift in data augmentation? 2021-01-20T22:38:25.953

2 Is it possible to increase the number of images of one class using data augmentation, which is not applied on the other class, in the same dataset? 2021-02-12T11:53:14.507

1 Images Dataset Augmentation with fixed parameters of Crop & Rotation Angle 2017-06-06T16:54:32.303

1 Are annotated audio datasets augmented with mutated versions the way image datasets are? 2017-10-19T17:00:50.637

1 Data augmentation: rotating images and zero values 2018-03-01T22:04:04.707

1 Data augmentation from directory and oriented features with Keras 2018-05-16T12:15:02.730

1 Expected behaviour of loss and accuracy when using data augmentation 2018-06-20T11:52:52.513

1 Data Augmentation recommended pipeline 2018-08-30T17:56:09.857

1 What brings the performance difference in Deep Learning with different data augmentation strategies? 2018-11-28T18:07:11.650

1 Using data agumentation for a frozen pre-trained model 2019-07-30T07:48:03.703

1 Data Augmentation Multi Outputs 2019-10-18T22:11:46.550

1 What is the reason behind having low results using the data augmentation technique in NLP? 2019-11-01T18:20:23.433

1 Fastest batch perspective transform for image augmentation 2019-11-20T21:12:41.457

1 How important is the channel order in deep-learning computer vision tasks? 2019-12-22T02:44:56.013

1 How many augmentated data points for each training image? 2020-01-24T19:49:20.353

1 Data augmentation in deep training 2020-02-11T07:45:06.920

1 Same validation accuracy, different train accuracy for two neural networks models 2020-02-17T13:15:47.610

1 Using MultiLabelBinarizer for SMOTE 2020-03-28T22:49:55.753

1 ValueError: could not convert string to float: 'Nor967.jpg' 2020-04-21T08:40:58.530

1 Flow_from_directory() won't load any image 2020-04-28T10:36:16.553

1 After performing data Augmentation on tf.data.Dataset, should i MERGE it with original tf.data.Dataset? 2020-05-06T21:07:14.400

1 How can I improve my model on a very very small dataset? 2020-05-13T12:39:29.257

1 What is the difference between domain randomization and data augmentation? 2020-06-14T08:38:30.783

1 Should augmentation also be performed on the validation set when the dataset is imbalanced? 2020-06-22T15:03:27.143

1 Training with less data 2020-07-18T09:34:58.860

1 Data augmentation for recommendation systems 2020-07-30T07:31:17.830

1 Problem of continuous training - Supervised learning 2020-08-06T10:07:55.177

1 Is there any possibility to apply deep dreaming in data augmentation? 2020-09-03T18:33:53.007

1 What exactly are the data augmentation experimental Keras' layers doing? 2020-11-23T16:25:21.133

1 Why should I use data augmentation as Keras layer 2020-11-25T19:16:05.380

1 First perform data augmentation or normalization? 2020-12-07T10:35:53.160

1 Is it better to augment both training and validation sets or just training set? 2020-12-23T20:10:54.030

0 Is data augmentation changing the train/test sets distribution? 2017-11-02T00:12:03.920

0 GAN's for data augmentation 2018-07-14T10:28:06.550

0 Data Augmentation for Regression ANN with low Sample Size 2018-11-13T14:53:25.317

0 Methods for augmenting binary datasets 2018-11-22T12:55:15.743

0 Generated training set on convnet 2019-01-16T14:02:39.443

0 How to properly rotate image and labels for semantic segmentation data augmentation in Tensorflow? 2019-01-28T14:13:57.627

0 Non-Real Time Data Augmentation for CNN Classification. What are the drawbacks? 2019-07-10T01:38:04.353

0 How to build wake-word detection dataset from keyword pronunciations 2020-03-10T15:00:09.450

0 ImageDataGenerator - trained with model.fit instead of model.fit_generator 2020-03-13T09:17:01.390

0 Why do we use different image processing at train and test time for an image classification tasl 2020-04-03T19:59:03.157

0 Time Series Model (n-beats paper) how is sampling / training done? 2020-05-22T17:07:29.297

0 Data augmentation for multiple output heads in Keras 2020-05-26T23:51:45.610

0 Problem with data augmentation only on train set! 2020-06-03T07:34:16.007

0 What's the difference between keras api augmentation and data augmentation definition? 2020-06-21T04:18:30.207

0 How to train a keras model on both original and augmented data from ImageDataGenerator? 2020-06-25T21:15:34.273

0 How to measure augmented data quality 2020-08-05T15:31:49.327

0 How to use ImageDataGenerator for uint16 images 2020-08-10T16:19:53.383

0 How to change voice features in python without affecting speech/language features? 2020-08-17T13:16:55.460

0 Are GPTs close to real intelligence or just another Data In -Data Out -Data Permutation and Combinations? 2020-11-06T13:50:39.690

0 Modify keras_unet.utils.get_augmented to read images from disk 2020-11-11T04:14:26.330

0 ImageDataGenerator augmenting only one image in training set 2020-11-25T09:04:54.267

0 Textbook definition of Data augmentation 2020-12-08T20:29:31.770

0 Should I resize my object localization dataset in order to train a fully convolutional network? 2021-01-17T13:38:30.427

0 Constraining a Deep Neural Network based on a priori knowledge of a real world system 2021-01-28T18:28:21.957

0 How do you compare outputs from different augmentations for consistency training? 2021-02-04T17:32:55.393

0 How many images are generated when ImageDataGenerator is used, and when data augmentation is included as a part of the model? 2021-02-13T04:18:13.840