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C. Dong

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Aug 2026

CDFI-YOLO: a lightweight non-salient object detector with Tri-Directional Attention and cross-dimensional modeling

This work introduces a Tri-Directional Attention module into the backbone of the YOLOv11 baseline framework, modeling the spatial position information via a three-way attention mechanism to capture richer fine-grained features and devise a Cross-Dimension Feature Interaction module to enhance the recognition accuracy f...

C. Dong, Jianwei Hu · 0 citations
Open access 2026

CAM-YOLO: A Framework for Non-Salient Object Detection by Exploiting Contextual Interdependencies

CAM-YOLO, an enhanced architecture based on YOLOv8 that designs a Contextual Association Module (CAM) that explicitly models long-range spatial dependencies, and integrates a Dual-Branch Attention Mechanism to refine the feature processing flow, thereby strengthening the contextual feature representations crucial for d...

C. Dong, Y. Ding, J. Hu · 0 citations

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