Fast Hierarchical Learning for Few-Shot Object Detection

Yihang She,Goutam Bhat,Martin Danelljan,Fisher Yu,Yihang She,Goutam Bhat,Martin Danelljan,Fisher Yu

Transfer learning based approaches have recently achieved promising results on the few-shot detection task. These approaches however suffer from “catastrophic forgetting” issue due to finetuning of base detector, leading to sub-optimal performance on the base classes. Furthermore, the slow convergence rate of stochastic gradient descent (SGD) results in high latency and consequently restricts real...