To advance object detection research in Earth Vision, also known as Earth Observation and Remote Sensing, we introduce a large-scale Dataset for Object deTection in Aerial images (DOTA). To this end, we collect $2806$ aerial images from different sensors and platforms. Each image is of the ...
In this research work, we have used the DOTA dataset, which combines data from 14 classes. We have implemented above-mentioned pre-trained models of CNN and R-CNN to achieve optimal results for accuracy as well as productivity in detection of various objects such as ships, tennis courts, ...
context-based detection and GAN-based detection. Then, we thoroughly analyze the performance of some typical small object detection algorithms on popular datasets, such as MS-COCO, PASCAL-VOC. Finally, the possible research directions in the future are pointed out from five perspectives: emerging sm...
Oriented Object Detection 🖊️ Citation If you find this work helpful for your research, please consider giving this repo a star ⭐ and citing our paper: @article{li2024star,title={STAR: A First-Ever Dataset and A Large-Scale Benchmark for Scene Graph Generation in Large-Size Satellite...
The importance of object detection within computer vision, especially in the context of detecting small objects, has notably increased. This thorough surve
Comprehensive experiments are conducted on CGWX and several public challenging datasets, including DOTAv1.0, and HRSC2016, to demonstrate that our method achieves superior performance on oriented object detection tasks. The code is available at <uri>https://github.com/WUTCM-Lab/GTDet</uri>. 展开...
works in oriented object detection. Deformable DETR This is a standard code of Deformable Detr for training DOTA datasets. The complete paper code will be open-sourced later (if the paper is accepted). Train CUDA_VISIBLE_DEVICES=2,3 ./tools/dist_train.sh configs/deformable_detr/deformable_...
Conse- quently, much research has focused on improving the rep- resentation of oriented bounding boxes for remote sensing object detection. This has largely been achieved through the development of specialized detection frameworks (i.e., RoI Transformer [12], Oriented...
H3D 2019 SF 27k 8 1.1M 3D BB to stimulate research on full-surround 3D multi object detection and tracking nuScenes 2019 Boston, SG 40k 23 1.4M 3D BB First dataset provided 3D dataset with attribute annotations, first to provide RADAR data, rich multimodal information Waymo 2019 3x USA 200...
Object Detection COCO 52.8 322 Instance Segmentation COCO 44.6 188 Rotated Object Detection DOTA 78.9(single-scale)/81.3(multi-scale) 121 v1.0.0rc1 was released in 30/12/2022: Support RTMDet rotated object detection models. The technical report of RTMDet is on arxiv Support H2RBox models....