Causal Intervention-Based Multimodal Class-Incremental Learning Network for 3D Model Classification and Retrieval

Causal Intervention-Based Multimodal Class-Incremental Learning Network for 3D Model Classification and Retrieval

Existing class-incremental learning methods have achieved significant progress in unimodal domains, but they face severe challenges of catastrophic forgetting and cross-modal interference when handling multimodal data. We propose a causal intervention-based multimodal class-incremental learning fram...

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Bibliographic Details
Main Authors: Qiang Li, Qiu-Yang Ma, Ning Zhang, Wei-Zhi Nie
Format: Article
Language:English
Published: IEEE 2025-01-01
Series:IEEE Access
Subjects:
Class-incremental learning
multimodal
causal intervention
knowledge distillation
Online Access:https://ieeexplore.ieee.org/document/11014104/
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