Exploiting textual queries for dynamically visual disambiguation

•Adapt to dynamic changes in search results and carry out visual disambiguation.•A saliency-guided deep MIL network to remove outliers and learn visual disambiguation.•Identify appropriate visual senses for sense-specific image collection.•Be used as a pre-step before learning from the web for improving the performance.