GrowCLIP: Data-aware Automatic Model Growing for Large-scale Contrastive Language-Image Pre-training.
Xinchi DengHan ShiRunhui HuangChanglin LiHang XuJianhua HanJames T. KwokShen ZhaoWei ZhangXiaodan LiangPublished in: CoRR (2023)
Keyphrases
- image data
- input data
- experimental data
- data sets
- database
- prior knowledge
- high level
- test data
- measurement data
- probabilistic model
- statistical methods
- single image
- statistical model
- data analysis
- prior information
- training data
- similarity measure
- million images
- image classification
- input image
- image retrieval
- data sources
- programming language
- image segmentation
- measured data
- specification language
- geometric information
- high quality
- image content
- image analysis
- training examples
- spatial information
- network structure
- probability distribution
- image features
- em algorithm
- image quality
- edge detection
- confidence scores
- learning algorithm