A survey on performance metrics for object-detection algorithms

R Padilla, SL Netto, EAB Da Silva - … international conference on …, 2020 - ieeexplore.ieee.org
This work explores and compares the plethora of metrics for the performance evaluation of
object-detection algorithms. Average precision (AP), for instance, is a popular metric for …

Recent advances in deep learning for object detection

X Wu, D Sahoo, SCH Hoi - Neurocomputing, 2020 - Elsevier
Object detection is a fundamental visual recognition problem in computer vision and has
been widely studied in the past decades. Visual object detection aims to find objects of …

[HTML][HTML] A comparative analysis of object detection metrics with a companion open-source toolkit

R Padilla, WL Passos, TLB Dias, SL Netto… - Electronics, 2021 - mdpi.com
Recent outstanding results of supervised object detection in competitions and challenges
are often associated with specific metrics and datasets. The evaluation of such methods …

Retinaface: Single-stage dense face localisation in the wild

J Deng, J Guo, Y Zhou, J Yu, I Kotsia… - arXiv preprint arXiv …, 2019 - arxiv.org
Though tremendous strides have been made in uncontrolled face detection, accurate and
efficient face localisation in the wild remains an open challenge. This paper presents a …

Object detection with deep learning: A review

ZQ Zhao, P Zheng, S Xu, X Wu - IEEE transactions on neural …, 2019 - ieeexplore.ieee.org
Due to object detection's close relationship with video analysis and image understanding, it
has attracted much research attention in recent years. Traditional object detection methods …

Occlusion-aware R-CNN: Detecting pedestrians in a crowd

S Zhang, L Wen, X Bian, Z Lei… - Proceedings of the …, 2018 - openaccess.thecvf.com
Pedestrian detection in crowded scenes is a challenging problem since the pedestrians
often gather together and occlude each other. In this paper, we propose a new occlusion …

S3fd: Single shot scale-invariant face detector

S Zhang, X Zhu, Z Lei, H Shi… - Proceedings of the …, 2017 - openaccess.thecvf.com
This paper presents a real-time face detector, named Single Shot Scale-invariant Face
Detector (S3FD), which performs superiorly on various scales of faces with a single deep …

Pyramidbox: A context-assisted single shot face detector

X Tang, DK Du, Z He, J Liu - Proceedings of the European …, 2018 - openaccess.thecvf.com
Face detection has been well studied for many years and one of remaining challenges is to
detect small, blurred and partially occluded faces in uncontrolled environment. This paper …

Ssh: Single stage headless face detector

M Najibi, P Samangouei… - Proceedings of the …, 2017 - openaccess.thecvf.com
Abstract We introduce the Single Stage Headless (SSH) face detector. Unlike two stage
proposal-classification detectors, SSH detects faces in a single stage directly from the early …

Faceboxes: A CPU real-time face detector with high accuracy

S Zhang, X Zhu, Z Lei, H Shi, X Wang… - 2017 IEEE International …, 2017 - ieeexplore.ieee.org
Although tremendous strides have been made in face detection, one of the remaining open
challenges is to achieve real-time speed on the CPU as well as maintain high performance …