Convolutional Dictionary Learning

Batch CDL

• Learn a convolutional dictionary (consensus method, greyscale images)
• Learn a convolutional dictionary (PGM method, colour images, multiscale colour dictionary)
• Learn a convolutional dictionary (parallel consensus method, greyscale images)
• Learn a convolutional dictionary (parallel consensus method, colour images)
• Learn a convolutional dictionary (consensus method, video data)
• Learn a convolutional dictionary with spatial masking (consensus method, greyscale images)
• Learn a convolutional dictionary with spatial masking (consensus method, colour images)
• Learn a convolutional dictionary from colour images using custom sparse coding and dictionary update
• Learn a convolutional dictionary without preprocessing of training data by inclusion of a gradient term in the optimisation problem
• Compute a convolutional dictionary update via the convolutional constrained MOD problem (consensus method, greyscale images)
• Compute a convolutional dictionary update via the convolutional constrained MOD problem (PGM algorithms, greyscale images)

Online CDL

• Learn a convolutional dictionary (online method, greyscale images)
• Learn a convolutional dictionary with spatial masking (online method, greyscale images)
• Learn a convolutional dictionary (online method, colour images)
• Learn a convolutional dictionary (online method, colour images, cupy accelerated solver)