SDDGR: Stable Diffusion-based Deep Generative Replay for Class Incremental Object Detection

no code implementations • 27 Feb 2024 • Junsu Kim, Hoseong Cho, Jihyeon Kim, Yihalem Yimolal Tiruneh, Seungryul Baek

In the field of class incremental learning (CIL), genera- tive replay has become increasingly prominent as a method to mitigate the catastrophic forgetting, alongside the con- tinuous improvements in generative models.

Class Incremental Learning Class-Incremental Object Detection +3

Class-Wise Buffer Management for Incremental Object Detection: An Effective Buffer Training Strategy

no code implementations • 14 Dec 2023 • Junsu Kim, Sumin Hong, Chanwoo Kim, Jihyeon Kim, Yihalem Yimolal Tiruneh, Jeongwan On, Jihyun Song, Sunhwa Choi, Seungryul Baek

In this paper, we introduce an effective buffer training strategy (eBTS) that creates the optimized replay buffer on object detection.

Class Incremental Learning Image Classification +6