Leveraging joint incremental learning objective with data ensemble for class incremental learning

Pratik Mazumder, Mohammed Asad Karim, Indu Joshi, Pravendra Singh

Abstract: Highlights•Presents a novel finding that catastrophic forgetting varies with image orientation.•Proposes a data-ensemble approach for class-incremental learning.•Proposes a joint-incremental learning objective to support data-ensemble.•Proposes a novel data-incremental learning objective.•Significantly improves the performance of multiple state-of-the-art methods.

External IDs:dblp:journals/nn/MazumderKJS23