Addressing Feature Interference in Dual Path Architectures for Improved Object Detection

However, a major drawback of this dual path architecture is the absence of communication between the two branches, leading to substantial semantic disparities in the encoded features. Merging high-level and low-level features directly could result in feature interference, consequently impeding adequate attention to objects of various scales during decoding and subsequently leading to performance deterioration.