CN112950703A - 小目标的检测方法、装置、存储介质及设备 - Google Patents
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Citations (10)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US10043113B1 (en) * | 2017-10-04 | 2018-08-07 | StradVision, Inc. | Method and device for generating feature maps by using feature upsampling networks |
CN111126399A (zh) * | 2019-12-28 | 2020-05-08 | 苏州科达科技股份有限公司 | 一种图像检测方法、装置、设备及可读存储介质 |
CN111210443A (zh) * | 2020-01-03 | 2020-05-29 | 吉林大学 | 基于嵌入平衡的可变形卷积混合任务级联语义分割方法 |
CN111414931A (zh) * | 2019-12-31 | 2020-07-14 | 杭州电子科技大学 | 一种基于图像深度的多分支多尺度小目标检测方法 |
CN111461110A (zh) * | 2020-03-02 | 2020-07-28 | 华南理工大学 | 一种基于多尺度图像和加权融合损失的小目标检测方法 |
CN111666836A (zh) * | 2020-05-22 | 2020-09-15 | 北京工业大学 | M-f-y型轻量化卷积神经网络的高分辨率遥感影像目标检测方法 |
CN111797846A (zh) * | 2019-04-08 | 2020-10-20 | 四川大学 | 一种基于特征金字塔网络的反馈式目标检测方法 |
CN112270366A (zh) * | 2020-11-02 | 2021-01-26 | 重庆邮电大学 | 基于自适应多特征融合的微小目标检测方法 |
CN112418271A (zh) * | 2020-10-28 | 2021-02-26 | 北京迈格威科技有限公司 | 一种目标检测方法、装置、系统及存储介质 |
CN112465752A (zh) * | 2020-11-16 | 2021-03-09 | 电子科技大学 | 一种基于改进的Faster R-CNN小目标检测方法 |
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2021
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Patent Citations (10)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US10043113B1 (en) * | 2017-10-04 | 2018-08-07 | StradVision, Inc. | Method and device for generating feature maps by using feature upsampling networks |
CN111797846A (zh) * | 2019-04-08 | 2020-10-20 | 四川大学 | 一种基于特征金字塔网络的反馈式目标检测方法 |
CN111126399A (zh) * | 2019-12-28 | 2020-05-08 | 苏州科达科技股份有限公司 | 一种图像检测方法、装置、设备及可读存储介质 |
CN111414931A (zh) * | 2019-12-31 | 2020-07-14 | 杭州电子科技大学 | 一种基于图像深度的多分支多尺度小目标检测方法 |
CN111210443A (zh) * | 2020-01-03 | 2020-05-29 | 吉林大学 | 基于嵌入平衡的可变形卷积混合任务级联语义分割方法 |
CN111461110A (zh) * | 2020-03-02 | 2020-07-28 | 华南理工大学 | 一种基于多尺度图像和加权融合损失的小目标检测方法 |
CN111666836A (zh) * | 2020-05-22 | 2020-09-15 | 北京工业大学 | M-f-y型轻量化卷积神经网络的高分辨率遥感影像目标检测方法 |
CN112418271A (zh) * | 2020-10-28 | 2021-02-26 | 北京迈格威科技有限公司 | 一种目标检测方法、装置、系统及存储介质 |
CN112270366A (zh) * | 2020-11-02 | 2021-01-26 | 重庆邮电大学 | 基于自适应多特征融合的微小目标检测方法 |
CN112465752A (zh) * | 2020-11-16 | 2021-03-09 | 电子科技大学 | 一种基于改进的Faster R-CNN小目标检测方法 |
Non-Patent Citations (3)
Title |
---|
HUAYU LI, ETAL: "DG-FPN: learning dynamic feature fusion based on graph convolution network for object detection", 《2020 IEEE INTERNATIONAL CONFERENCE ON MULTIIMEDIA AND EXPO (ICME) 》 * |
梁鸿;李洋;邵明文;李传秀;张兆雷;: "基于残差网络和改进特征金字塔的油田作业现场目标检测算法", 科学技术与工程, no. 11 * |
谭龙;高昂;: "感受野特征增强的SSD目标检测算法", 计算机系统应用, no. 09 * |
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