Learning From Less Data: Diversified Subset Selection and Active Learning in Image Classification Tasks.
Vishal KaushalAnurag SahooKhoshrav DoctorNarasimha Raju UppalapatiSuyash ShettyPankaj SinghRishabh K. IyerGanesh RamakrishnanPublished in: CoRR (2018)
Keyphrases
- image data
- active learning
- data sets
- input data
- learning algorithm
- subset selection
- image segmentation
- image features
- reinforcement learning
- image content
- input image
- data analysis
- single image
- learning process
- high quality
- labeled data
- image processing
- unlabeled data
- image classification
- training data
- prior knowledge
- pixel values
- experimental design
- selective sampling
- supervised learning
- edge detection
- semi supervised
- image analysis
- learning environment