Survey of small object detection
Survey of small object detection
Towards Large-Scale Small Object Detection: Survey and Benchmarks
arXiv paper abstract https://arxiv.org/abs/2207.14096v1
arXiv PDF paper https://arxiv.org/pdf/2207.14096v1.pdf
Project page https://shaunyuan22.github.io/SODA
... the unsatisfactory situation of Small Object Detection (SOD), one of the notoriously challenging tasks in computer vision, owing to the poor visual appearance and noisy representation caused by the intrinsic structure of small targets.
In addition, large-scale dataset for benchmarking small object detection methods remains a bottleneck.
... first conduct a thorough review of small object detection.
Then ... construct two large-scale Small Object Detection dAtasets (SODA), SODA-D and SODA-A, which focus on the Driving and Aerial scenarios respectively.
... evaluate the performance of mainstream methods on SODA.
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