Tag: autoencoders

11 Loss jumps abruptly when I decay the learning rate with Adam optimizer in PyTorch 2018-09-20T13:14:32.060

11 What are the purposes of autoencoders? 2019-03-23T15:53:23.880

7 How should we choose the dimensions of the encoding layer in auto-encoders? 2018-12-27T17:26:27.467

5 Genetic programming in autoencoder 2018-04-17T14:02:49.700

5 Why are Variational autoencoder's output is blurred while GANs output is crisp and has sharp edges? 2018-11-09T18:08:51.777

5 Variational Autoencoder task for better feature extraction 2019-04-17T17:35:34.047

5 Concrete example of latent variables and observables plugged into the Bayes' rule 2019-11-21T10:16:42.907

5 Why don't we use auto-encoders instead of GANs? 2020-08-31T18:45:53.633

4 What is the difference between encoders and auto-encoders? 2017-10-10T16:33:45.657

4 Sparsity constraint in a deep autoencoder 2018-07-09T11:01:30.103

4 Does it make sense to use batch normalization in deep (stacked) or sparse auto-encoders? 2018-07-23T09:39:01.130

4 Disentangled VAE doesn't reconstruct accurate grids 2018-07-25T08:46:23.803

4 Is there a Continuous Conditional Variational Autoencoder? 2019-07-31T09:31:40.827

4 What are some new deep learning models for learning latent representation of data? 2019-12-25T03:54:59.317

4 Autoencoder produces repeated artifacts after convergence 2020-01-08T22:01:39.343

3 Do we also need to model a probability distribution for the decoder of a VAE? 2019-03-29T23:57:01.980

3 Dealing with empty frames in MRI images 2019-08-25T14:19:09.403

3 How are small scale features represented in an Inverse Graphics Network (autoencoder)? 2020-01-06T07:54:57.073

3 How to evaluate the performance of an autoencoder trained on image data? 2020-05-05T14:49:03.203

3 Looking for the proper algorithm to compress many lowres images of nearby locations 2020-07-29T18:35:14.397

2 Do Le et al. (2012) train all three autoencoder layers at a time, or just one? 2018-05-07T16:53:52.863

2 Autoencoder why it is special for image decoding? 2018-09-26T08:50:58.333

2 Why doesn't VAE suffer mode collapse? 2018-11-09T14:17:08.837

2 What are some limitations of using Collaborative Deep learning for Recommender systems? 2018-11-24T06:07:42.353

2 Why isn't the Credit Card Fraud Detection dataset from Kaggle already balanced? 2018-12-26T18:37:30.567

2 How to add some data input in a CNN? 2019-05-27T06:28:42.280

2 Reconstruction Errors in Auto Encoders after Training 2019-05-29T08:19:38.493

2 How should I detect an object in a camera image? 2019-07-09T09:46:23.913

2 Using ML to encypher data for production 2019-10-21T14:20:48.283

2 Are there any general tips for troubleshooting a VAE when apparently it is not learning? 2019-11-15T03:08:08.313

2 How does deepfake technology work with multiple people in a single frame? 2019-11-19T13:14:16.030

2 Why does the denoising autoencoder always returns the same output? 2019-12-21T21:31:56.353

2 Is it possible to use entity embedding with autoencoder for anomaly detetction? 2019-12-31T10:45:07.223

2 Autoencoder network for feature selection not converging 2020-01-23T18:33:38.127

2 What is the mean in the variational auto-encoder? 2020-02-04T09:17:01.797

2 Adding a dense layer after a conv2d layer in a convolutional autoencoder 2020-03-31T07:51:31.220

2 What are the main differences between sparse autoencoders and convolution autoencoders? 2020-05-21T10:51:45.517

2 How can I have the same input and output shape in an auto-encoder? 2020-06-23T13:06:31.737

1 Equilateral and One-of-n encoding 2018-03-16T14:44:31.967

1 Autoencoder for color images in Keras backed by MXNet 2019-04-29T12:02:38.847

1 Can we use Autoencoders for unsupervised CNN feature learning? 2019-05-10T17:58:28.847

1 Why are VAE's useful? 2019-05-24T05:54:37.987

1 How to learn to sample? 2019-05-31T14:13:07.597

1 Autoencoder for MobileNetV2 2019-06-09T18:01:09.007

1 Limits for a bottleneck 2019-06-19T19:34:09.387

1 What is the best loss function for convolution neural network and autoencoder? 2019-07-11T11:59:21.147

1 Camera pose to environment Mapping 2019-08-11T20:46:45.330

1 Reduce same sample distance in VAE encodings 2019-11-18T12:18:24.743

1 Why is my variational auto-encoder generating random noise? 2019-12-26T15:16:16.967

1 What class of problem is this? 2020-01-22T00:26:10.550

1 Why is exp used in encoder of VAE instead of using the value of standard deviation alone? 2020-02-06T06:53:36.177

1 How to get top 5 movies recommendations from Auto-Encoder 2020-02-19T20:44:12.827

1 How can I use autoencoders to analyze patterns and classify them? 2020-03-04T08:30:34.127

1 Can denoising auto-encoders be convolutional and fully connected? 2020-03-13T14:59:00.400

1 Can a variational auto-encoder learn images composed of random noise at each pixel (each drawn from the same distribution)? 2020-04-08T21:57:54.937

1 How fast are autoencoders? 2020-04-21T13:40:50.160

1 Is it possible to have the latent vector of an auto-encoder with size 1? 2020-05-19T10:07:43.050

1 How estimate the minimum size of an autoencoder to overfit the training data? 2020-05-19T11:04:24.550

1 Does the reduction of the dimensions over multiple layers allow more details to be stored within the final representation? 2020-05-19T21:03:48.770

1 What should the output of a neural network that needs to classify in an unsupervised fashion XOR data be? 2020-07-22T05:57:01.547

1 How can a de-noising auto-encoder act as an anomaly detection model? 2020-07-27T15:19:16.963

1 How to determine the number of hidden layers and units of deep autoencoder? 2020-08-18T12:33:00.667

0 What are good parameters of an encoder? 2018-05-18T08:26:11.360

0 Deep Generative Networks Probability of "Success" 2019-06-06T12:42:33.930

0 What can I do with an autoencoder? 2019-10-20T05:12:20.537

0 Can I use an autoencoder with high latent representational space? 2020-04-20T05:53:45.007

0 How to convert something to vectors 2020-04-22T10:30:43.150

0 How much data do we need for making a successful de-noising auto-encoder? 2020-06-24T13:20:36.460

0 What is the best activation function for the embedding layer in a deep auto-encoder? 2020-08-20T17:45:01.883

0 Which type of feature extractor do you suggest to classify sensor data? 2020-09-01T13:06:27.527