简单扼要的少样本物体检测

Mar, 2020

Frustratingly Simple Few-Shot Object Detection

Xin Wang, Thomas E. Huang, Trevor Darrell, Joseph E. Gonzalez, Fisher Yu

TL;DR本研究通过在罕见物品识别任务中只微调现有检测器的最后一层实现了高精度的few-shot目标检测方法，相较于meta-learning的方法，在当前基准测试中精度提升了2~20点，甚至有时可以将先前方法的精度提高一倍。

Abstract

Detecting rare objects from a few examples is an emerging problem. Prior works show meta-learning is a promising approach. But, fine-tuning