27 citations · 67 across the 9 of their papers we have counts for
3 papers · 1 filter
MINER: Multi-crop INference-time Enhancement for Rare-Object Retrieval with Frozen Dual Encoders
Abdulmalik Alquwayfili, Faisal AlMeshal, Jumanah Almajnouni +2
Text-to-image retrieval with frozen dual encoders degrades when the query names a small, visually subordinate object in a cluttered scene: a single global image embedding underrepr…
LARE: Low-Attention Region Encoding for Text-Image Retrieval
Abdulmalik Alquwayfili, Faisal Almeshal, Jumanah Almajnouni +8
Image retrieval in crowded scenes is particularly challenging due to the salience bias of conventional visual encoders, which tend to focus on dominant objects while neglecting low…
Look Beyond Saliency: Low-Attention Guided Dual Encoding for Video Semantic Search
Faisal Aljehrai, Mohammed A. Alkhrashi, Alreem Almuhrij +6
Video semantic search in densely crowded scenes remains a challenging task due to visual encoders tendency to prioritize salient foreground regions while neglecting contextually im…