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Survey of small object detection

Survey of small object detection


Towards Large-Scale Small Object Detection: Survey and Benchmarks



... 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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