Amir Karatayev

TASK-AWARE EVALUATION OF JPEG RECOMPRESSION AND RGB BIT-DEPTH REDUCTION FOR OBJECT DETECTION

How does image storage affect object detection? Traditional image quality metrics typically focus on human vision, but computer vision models process images differently. To explore this gap, we evaluated the Microsoft COCO val2017 dataset under two distinct degradation methods: frequency-domain JPEG recompression (qual...