Context-Aware Enhanced Feature Refinement for small object detection with Deformable DETR

Context-Aware Enhanced Feature Refinement for small object detection with Deformable DETR

Small object detection is a critical task in applications like autonomous driving and ship black smoke detection. While Deformable DETR has advanced small object detection, it faces limitations due to its reliance on CNNs for feature extraction, which restricts global context understanding and resul...

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Bibliographic Details
Main Authors: Donghao Shi, Cunbin Zhao, Jianwen Shao, Minjie Feng, Lei Luo, Bing Ouyang, Jiamin Huang
Format: Article
Language:English
Published: Frontiers Media S.A. 2025-06-01
Series:Frontiers in Neurorobotics
Subjects:
small object detection
Deformable DETR
mask attention
autonomouts driving
feature extraction
Online Access:https://www.frontiersin.org/articles/10.3389/fnbot.2025.1588565/full
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