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Jun, 2023
YONA:仅一个相邻参考帧即可精准快速地检测视频息肉
YONA: You Only Need One Adjacent Reference-frame for Accurate and Fast Video Polyp Detection
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Yuncheng Jiang, Zixun Zhang, Ruimao Zhang, Guanbin Li, Shuguang Cui...
TL;DR
本文提出了YONA算法,即仅需要一个相邻参考帧的视频息片段检测框架,通过自适应分配前景和背景模板样本来解决结肠镜视频中摄像机运动场景引起的视频颤动问题,同时通过交叉帧对比学习和引导对齐来大幅提高模型的性能和速度。
Abstract
Accurate
polyp detection
is essential for assisting clinical rectal cancer diagnoses.
colonoscopy videos
contain richer information than still images, making them a valuable resource for deep learning methods. Gr
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