Tip-Adapter: Training-free Adaption of CLIP for Few-shot Classification.
Renrui ZhangZhang WeiRongyao FangPeng GaoKunchang LiJifeng DaiYu QiaoHongsheng LiPublished in: CoRR (2022)
Keyphrases
- training set
- training phase
- training samples
- supervised learning
- pattern recognition
- classification accuracy
- avoid overfitting
- training process
- classification method
- image classification
- feature vectors
- classification models
- training patterns
- labelled data
- machine learning methods
- training data
- support vector machine svm
- active learning
- pattern classification
- feature selection
- classification algorithm
- benchmark datasets
- unsupervised learning
- text classification
- linear svm
- training dataset
- classification scheme
- shot detection
- multi layer perceptron
- training examples
- automatic classification
- svm classifier
- class labels
- data sets
- support vector machine
- low level
- feature space
- preprocessing
- feature extraction
- machine learning