The importance of object detection within computer vision, especially in the context of detecting small objects, has notably increased. This thorough surve
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,...
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...
** 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 ...
Multi-reference detection 是最流行的 multi-scale object detection 检测框架。 什么是 multi-resolution detection? Multi-resolution detection is to detect objects of different scales at different layers of the network. Since a CNN naturally forms a feature pyramid during its forward propagation, it is ...
With the rise of deep convolutional neural networks, object detection has achieved prominent advances in past years. However, such prosperity could not camouflage the unsatisfactory situation of Small Object Detection (SOD), one of the notoriously challenging tasks in computer vision, owing to the poo...
A seabed object detection system is provided. The system can include a receiver array. The receiver array can include a plurality of receivers disposed on a plurality of streamers. The plurality of streamers can include a central port side streamer, a central starboard side streamer, an auxiliary...
3D Object Detection from Images for Autonomous Driving: A Survey. arXiv 2022 paper bib Xinzhu Ma, Wanli Ouyang, Andrea Simonelli, Elisa Ricci 3D Vision with Transformers: A Survey. arXiv 2022 paper bib Jean Lahoud, Jiale Cao, Fahad Shahbaz Khan, Hisham Cholakkal, Rao Muhammad Anwer, Salma...
Rui Qian, Xin Lai, Xirong Li: 3D Object Detection for Autonomous Driving: A Survey (Pattern Recognition 2022: IF=8.518) - rui-qian/SoTA-3D-Object-Detection
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; 视频中的小目标检测(Small Object Detection in Videos):现有目标检测方法处理单张图像;相比单张图像,视频包含时序信息,可以通过光流、LSTM研究目标在视频中运动的...