Few-Shot Image Classification Benchmarks are Too Far From Reality: Build Back Better with Semantic Task Sampling.
Etienne BennequinMyriam TamiAntoine ToubhansCéline HudelotPublished in: CVPR Workshops (2022)
Keyphrases
- image classification
- visual features
- low level features
- sports video
- bag of words
- semantic knowledge
- semantic analysis
- semantic network
- video shots
- semantic content
- key frames
- multi label
- image representation
- feature extraction
- sampling algorithm
- parameter space
- news video
- sampled data
- sampling strategy
- high level
- semantic annotation
- visual words
- sample size
- video sequences
- bag of features
- class specific
- co occurrence
- image features
- low level
- benchmark suite