Publications by authors named "Mirza Ahsan Ullah"
Article Synopsis
- Deep learning has become the top choice for computer vision and decision-making tasks in the last decade, but its complex models raise concerns about fairness and understanding their decisions.
- Existing methods provide insights into how low-level features relate to outcomes but struggle to connect these to higher-level human reasoning, leading to irrelevant concept extraction and limited local explanations.
- The study introduces CA-SoftNet, a two-part model blending fast pattern recognition and clear reasoning, which shows improved accuracy on diverse datasets and offers a better way to extract and explain important concepts in a human-understandable manner.
