Rotation RetinaNet for arbitrary-oriented object detection. - GitHub - ming71/Rotated-RetinaNet: Rotation RetinaNet for arbitrary-oriented object detection.
3) 我们在两个高斯分布之间应用三个指标来建立回归损失:高斯 Wasserstein 距离 (GWD)、Bhattacharyya 距离 (BCD) 和 Kullback-Leibler 散度 (KLD),并使用三个流行的检测器(RetinaNet [15]、R 3 Det [18]、FPN [14])在 12 个公共数据集(2-D/3-D、航拍/文本/人脸图像)上进行实验。结果证明了我们方法的有...
On DOTA, we found LD and classification KD are equally important, which can improve the baseline (such as R-RetinaNet) by more than 3.5 AP. And using the combination of LD and KD reaches the highest. Acknowledgments Thank you to yangxue0827 for his help of data preparation and his exellen...
For single-stage detectors, our method could improve 3.03% mAP for Rotated RetinaNet [47], 2.62% mAP for R3Det [86], and 1.36% mAP for S2ANet [19]. For two- stage detectors, our method could also get more than 1.5% mAP improvement (+1.60% mAP for Rotated Faster...
Automatic Detection of Ship Based on Rotation Invariant RetinaNet Chapter © 2020 Explore related subjects Discover the latest articles, news and stories from top researchers in related subjects. Artificial Intelligence References Huo W, Huang Y, Pei J, Zhang Q, Gu Q, Yang J (2018) Ship dete...
Try using ODTK to detect rotated objects in your own dataset. You will find it straightforward to train, validate, operationalize, and serve your model with maximum efficiency on your GPU resources. Stay tuned for high performance, end-to-end mask training and inference, polygon detection, and...
Ship Detection from Optical Remote Sensing Imagery Based on Scene Classification and Saliency-Tuned Retinanet Finally, the MSFM are integrated into the rotation single-stage detector to effectively identify arbitrary-oriented ships from complex ocean scene. Extensive ... R Yin,Q Xu,Y Ding - 《IEEE...
Object detection has been a building block in computer vision. Though considerable progress has been made, there still exist challenges for objects with small size, arbitrary direction, and dense distribution. Apart from natural images, such issues are especially pronounced for aerial images of great...
Prerequisite I have searched Issues and Discussions but cannot get the expected help. I have read the FAQ documentation but cannot get the expected help. The bug has not been fixed in the latest version (master) or latest version (1.x). ...
Rotated RetinaNet-OBB/HBB (ICCV'2017) Rotated FasterRCNN-OBB (TPAMI'2017) Rotated RepPoints-OBB (ICCV'2019) RoI Transformer (CVPR'2019) Gliding Vertex (TPAMI'2020) R3Det (AAAI'2021) S2A-Net (TGRS'2021) ReDet (CVPR'2021) Beyond Bounding-Box (CVPR'2021) Oriented R-CNN (ICCV'2021) ...