Fabio Cermelli

Modeling Missing Annotations for Incremental Learning in Object Detection

2022 · arXiv (Cornell University)

Despite the recent advances in the field of object detection, common architectures are still ill-suited to incrementally detect new categories over time. They are vulnerable to catastrophic forgetting: they forget what has been already learned …

CoMFormer: Continual Learning in Semantic and Panoptic Segmentation

2022 · arXiv (Cornell University)

Continual learning for segmentation has recently seen increasing interest. However, all previous works focus on narrow semantic segmentation and disregard panoptic segmentation, an important task with real-world impacts. %a In this paper, we present the …