Learnable Gabor Filters in CNNs: Avoiding Filter Degeneration via Early Stopping Based on Similarity Metrics.
Carlos Orozco-SolisAlfonso Rojas DomínguezHéctor PugaManuel Ornelas-RodríguezMartín CarpioValentín Calzada-LedesmaPublished in: MCPR (2024)
Keyphrases
- similarity metrics
- gabor filters
- early stopping
- bank of gabor filters
- log gabor
- filter responses
- filter outputs
- filtered images
- similarity metric
- feature vectors
- similarity measure
- texture features
- texture analysis
- support vector machine
- feature extraction
- similarity measurement
- active learning
- learning algorithm
- multi class
- boosting algorithms
- stochastic gradient descent
- pairwise
- support vector