.png){kind=icon}
返回
YuNet: A Tiny Millisecond-level Face Detector
.png){kind=icon}
OA
AI
DOI：10.1007/s11633-023-1423-y.png)
.png){kind=icon}
原文求助.png){kind=icon}
分享.png){kind=icon}
收藏
摘要
En 中文
Great progress has been made toward accurate face detection in recent years. However, the heavy model and expensive computation costs make it difficult to deploy many detectors on mobile and embedded devices where model size and latency are highly constrained. In this paper, we present a millisecond-level anchor-free face detector, YuNet, which is specifically designed for edge devices. There are several key contributions in improving the efficiency-accuracy trade-off. First, we analyse the influential state-of-the-art face detectors in recent years and summarize the rules to reduce the size of models. Then, a lightweight face detector, YuNet, is introduced. Our detector contains a tiny and efficient feature extraction backbone and a simplified pyramid feature fusion neck. To the best of our knowledge, YuNet has the best trade-off between accuracy and speed. It has only 75856 parameters and is less than 1/5 of other small-size detectors. In addition, a training strategy is presented for the tiny face detector, and it can effectively train models with the same distribution of the training set. The proposed YuNet achieves 81.1% mAP (single-scale) on the WIDER FACE validation hard track with a high inference efficiency (Intel i7-12700K: 1.6ms per frame at 320 x 320). Because of its unique advantages, the repository for YuNet and its predecessors has been popular at GitHub and gained more than 11K stars at
Keyword:
Face detection
object detection
computer version
lightweight
inference efficiency
anchor-free mechanism
期刊
IF:
8.7
论文数:
304
被引数:
882
机构
暂无机构信息
引用论文
Clinical Implications of Periostin in the Liver Metastasis of Colorectal Cancer骨膜蛋白在结直肠癌肝转移中的临床意义
PREAI
分享收藏Thermal comfort, perceived air quality, and cognitive performance when personally controlled air movement is used by tropically acclimatized persons当热带适应的人使用个人控制的空气运动时，热舒适性，感知的空气质量和认知表现.png)
Indoor Air
OAAI
Indoor AirIF0
OAAI分享收藏分享收藏Dense Face Network: A Dense Face Detector Based on Global Context and Visual Attention Mechanism密集人脸网络: 基于全局上下文和视觉注意机制的密集人脸检测器
PREAI
分享收藏
查看更多内容