MCF-VC: Mitigate Catastrophic Forgetting in Class-Incremental Learning for Multimodal Video Captioning

no code implementations • 27 Feb 2024 • Huiyu Xiong, Lanxiao Wang, Heqian Qiu, Taijin Zhao, Benliu Qiu, Hongliang Li

Further, in order to better constrain the knowledge characteristics of old and new tasks at the specific feature level, we have created the Two-stage Knowledge Distillation (TsKD), which is able to learn the new task well while weighing the old task.

Class Incremental Learning Incremental Learning +2

CafeBoost: Causal Feature Boost To Eliminate Task-Induced Bias for Class Incremental Learning

no code implementations • CVPR 2023 • Benliu Qiu, Hongliang Li, Haitao Wen, Heqian Qiu, Lanxiao Wang, Fanman Meng, Qingbo Wu, Lili Pan

We place continual learning into a causal framework, based on which we find the task-induced bias is reduced naturally by two underlying mechanisms in task and domain incremental learning.

Class Incremental Learning Incremental Learning