Small Object Detection via Coarse-to-fine Proposal Generation and Imitation Learningui.adsabs.harvard.edu/abs/2023arXiv230809534Y/abstract ICCV2023的一个文章,主要用于解决小目标检测领域一个众所周知的问题:小目标和先验框的重叠度很小,造成了很少的正样本候选集,并且由于小目标判别性特征的稀疏也给识别...
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...
DETR is an end-to-end object detection model based on the transformer, which has the advantages of simple structure and easy migration. However, the object query initialization of DETR is random, and random initialization will cause the model convergence to be slow and unst...
Scientific Reports volume 13, Article number: 9883 (2023) Cite this article 1837 Accesses 3 Citations Metrics details Abstract Object detection has been widely applied in various fields with the rapid development of deep learning in recent years. However, detecting small objects is still a ...
Private test (mva2023_sod4bird_private_test): Consists of approximately 10,000 images. Data format : Input : Image Annotation : COCO format After the challenge, the public test evaluation server will continue to run on CodaLab to promote further research on small object detection. About Datase...
Small-Object-Detection/ultralytics’s past year of commit activity Python0AGPL-3.06,41700UpdatedOct 8, 2023 Co-DETRPublicForked fromSense-X/Co-DETR [ICCV 2023] DETRs with Collaborative Hybrid Assignments Training Python0MIT11500UpdatedSep 10, 2023 ...
** 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 ...
Towards large-scale small object detection: Survey and benchmarks. IEEE Trans- actions on Pattern Analysis and Machine Intelligence, pages 1–20, 2023. [10] Xiyang Dai, Yinpeng Chen, Bin Xiao, Dongdong Chen, Mengchen Liu, Lu Yuan, and Lei Zha...
Unmanned aerial vehicle (UAV) object detection plays a crucial role in civil, commercial, and military domains. However, the high proportion of small objects in UAV images and the limited platform resources lead to the low accuracy of most of the existing detection models embedded in UAVs, and...
论文题目:Small object detection in UAV image based on improved YOLOv5(基于改进YOLOv5的无人机小目标检测) 作者:Jian Zhang, Guoyang Wan, Ming Jiang, Guifu Lu, Xiuwen Tao & Zhiyuan Huang 期刊:Systems Science & Control Engineering(EI) 影响因子:4.1 ...