A comprehensive review of object detection with deep learning

R Kaur, S Singh - Digital Signal Processing, 2023 - Elsevier
In the realm of computer vision, Deep Convolutional Neural Networks (DCNNs) have
demonstrated excellent performance. Video Processing, Object Detection, Image …

Object detection in 20 years: A survey

Z Zou, K Chen, Z Shi, Y Guo, J Ye - Proceedings of the IEEE, 2023 - ieeexplore.ieee.org
Object detection, as of one the most fundamental and challenging problems in computer
vision, has received great attention in recent years. Over the past two decades, we have …

Mmrotate: A rotated object detection benchmark using pytorch

Y Zhou, X Yang, G Zhang, J Wang, Y Liu… - Proceedings of the 30th …, 2022 - dl.acm.org
We present an open-source toolbox, named MMRotate, which provides a coherent algorithm
framework of training, inferring, and evaluation for the popular rotated object detection …

Rethinking rotated object detection with gaussian wasserstein distance loss

X Yang, J Yan, Q Ming, W Wang… - … on machine learning, 2021 - proceedings.mlr.press
Boundary discontinuity and its inconsistency to the final detection metric have been the
bottleneck for rotating detection regression loss design. In this paper, we propose a novel …

Object detection in aerial images: A large-scale benchmark and challenges

J Ding, N Xue, GS Xia, X Bai, W Yang… - IEEE transactions on …, 2021 - ieeexplore.ieee.org
In he past decade, object detection has achieved significant progress in natural images but
not in aerial images, due to the massive variations in the scale and orientation of objects …

Yolo-facev2: A scale and occlusion aware face detector

Z Yu, H Huang, W Chen, Y Su, Y Liu, X Wang - Pattern Recognition, 2024 - Elsevier
In recent years, face detection algorithms based on deep learning have made great
progress. Nevertheless, the effective utilization of face detectors for small and occlusion …

Dense label encoding for boundary discontinuity free rotation detection

X Yang, L Hou, Y Zhou, W Wang… - Proceedings of the …, 2021 - openaccess.thecvf.com
Rotation detection serves as a fundamental building block in many visual applications
involving aerial image, scene text, and face etc. Differing from the dominant regression …

Arbitrary-oriented object detection with circular smooth label

X Yang, J Yan - Computer Vision–ECCV 2020: 16th European …, 2020 - Springer
Arbitrary-oriented object detection has recently attracted increasing attention in vision for
their importance in aerial imagery, scene text, and face etc. In this paper, we show that …

Deep learning for generic object detection: A survey

L Liu, W Ouyang, X Wang, P Fieguth, J Chen… - International journal of …, 2020 - Springer
Object detection, one of the most fundamental and challenging problems in computer vision,
seeks to locate object instances from a large number of predefined categories in natural …

The elements of end-to-end deep face recognition: A survey of recent advances

H Du, H Shi, D Zeng, XP Zhang, T Mei - ACM Computing Surveys (CSUR …, 2022 - dl.acm.org
Face recognition (FR) is one of the most popular and long-standing topics in computer
vision. With the recent development of deep learning techniques and large-scale datasets …