Limitations of Dual Path Architectures in Object Detection: Feature Interference and Performance Degradation

However, a notable drawback of this dual path architecture is the absence of communication between the two branches and the substantial semantic disparities between high and low-level features. Merging these features directly could lead to feature interference, thereby resulting in inadequate attention to objects at varying scales during decoding, ultimately leading to a decline in performance.