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What is Dynamic Head for Unified Object Detection about?

This document proposes a novel dynamic head framework to unify object detection heads with attentions. It introduces three attention mechanisms - scale-aware, spatial-aware, and task-aware - to address challenges in object detection related to scale, location, and task. The attention mechanisms are applied separately to different dimensions (level, space, channel) of the feature tensor from the backbone. Experiments on COCO show this approach improves performance over popular detectors and achieves state-of

Author

Mih Vicent

Language

EN