原文地址:Deep learning-based small object detection: A survey 主要贡献: 1、系统概述基于深度学习的 SOD 算法。 2、对基于深度学习的 SOTA SOD 算法进行性能评估。 3、最后,根据 SOD 的分类方法和性能分析,讨论了未来研究的潜在方向,包括适用于 SOD 优化的合适度量标准,弱监督 SOD 方法,多任务联合优化以及开放...
弱监督学习(Weakly Supervised Object Detection):小目标检测的数据集不足,不足以支撑通用模型的监督学习;可以尝试使用数据依赖性不高的学习方法; 权威数据集(Small Object Datasets):缺乏针对小目标检测的通用数据集; 结合多种方法(Combination of Multiple Kinds of Methods):可以组合上述四种方法优化; 视频中的小目标...
A Survey and Performance Evaluation of Deep Learning Methods for Small Object DetectionSmall object detectionComputer visionConvolutional neural networksDeep learningIn computer vision, significant advances have been made on object detection with the rapid development of deep convolutional neural networks (CNN...
A Survey of Deep Learning-Based Object Detection Recent Advances in Deep Learning for Object Detection Recurrent Scale Approximation for Object Detection in CNN Relation Networks for Object Detection Single-Shot Refinement Neural Network for Object Detection ...
** Towards Large-Scale Small Object Detection: Survey and Benchmarks 迈向大规模小目标检测:综述与数据集 程塨,袁翔,姚西文,延可冰,曾庆华,谢星星,韩军伟* TPAMI 2023 西北工业大学 自动化学院 原文地址:https://ieeexplore.ieee.org/document/10168277 ...
Transformers in Small Object Detection: A Benchmark and Survey of State-of-the-Art Transformers have rapidly gained popularity in computer vision, especially in the field of object recognition and detection. Upon examining the outcomes of... AM Rekavandi,S Rashidi,F Boussaid,... 被引量: 0发...
Liu, Y., Sun, P., Wergeles, N., Shang, Y.: A survey and performance evaluation of deep learning methods for small object detection. Expert Syst. Appl. 172, 114602 (2021) Article Google Scholar Wen, L., Cheng, Y., Fang, Y., Li, X.: A comprehensive survey of oriented object ...
In this paper we provide a comprehensive and in-depth survey on small object detection in the deep learning era. Our survey aims to cover thoroughly five respects of small object detection algorithms, including multi-scale feature learning, data augmentation, training strategy, context-based detection...
本文我们首次尝试构建两个此类大规模数据集:Small Object Detection DAtaset for Driving scenario (SODA-D)和 Small Object Detection DAtaset for Aerial imagery (SODA-A)。SODA-D包含24,828张高分辨率的驾驶场景图像,涵盖九个类别,共278,433个实例。SODA-A由2,513张高质量的遥感图像组成,标注了872,069个实例,...
In the manufacturing process of printed circuit boards (PCBs), surface defects have a significant negative impact on product quality. Considering that traditional object detection algorithms have low accuracy in handling PCB images with complex backgrounds, various types, and small-sized defects, this ...