Sketch-based image retrieval (SBIR) is an attractive research area where freehand sketches are used as queries to retrieve relevant images. Existing solutions have advanced the task challenging zero-shot setting (ZS-SBIR), trained models tested on new classes without seen data. However, they prone overfitting under a realistic scenario when test data includes both and unseen classes. In this pa...