UFO: A unified method for controlling Understandability and Faithfulness Objectives in concept-based explanations for CNNs.
Vikram V. RamaswamySunnie S. Y. KimRuth FongOlga RussakovskyPublished in: CoRR (2023)
Keyphrases
- high accuracy
- dynamic programming
- prior knowledge
- objective function
- high precision
- synthetic data
- detection method
- support vector machine
- pairwise
- similarity measure
- experimental evaluation
- computational cost
- significant improvement
- evolutionary algorithm
- theoretical analysis
- main contribution
- text categorization
- optimization algorithm
- detection algorithm
- preprocessing
- optimization method