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Few-Shot Class-Incremental Learning

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Showing 26–50 of 118 papers

TitleStatusHype
Class Balance Matters to Active Class-Incremental LearningCode0
Embedding Space Allocation with Angle-Norm Joint Classifiers for Few-Shot Class-Incremental Learning—0
Inductive Graph Few-shot Class Incremental Learning—0
An Efficient Memory Module for Graph Few-Shot Class-Incremental LearningCode0
Covariance-based Space Regularization for Few-shot Class Incremental LearningCode0
Foundation Model-Powered 3D Few-Shot Class Incremental Learning via Training-free AdaptorCode0
CLOSER: Towards Better Representation Learning for Few-Shot Class-Incremental LearningCode1
Knowledge Adaptation Network for Few-Shot Class-Incremental Learning—0
Few-Shot Class-Incremental Learning with Non-IID Decentralized Data—0
Towards Robust Few-shot Class Incremental Learning in Audio Classification using Contrastive Representation—0
Rethinking Few-shot Class-incremental Learning: Learning from YourselfCode1
Mamba-FSCIL: Dynamic Adaptation with Selective State Space Model for Few-Shot Class-Incremental LearningCode1
Compositional Few-Shot Class-Incremental LearningCode0
Few-shot Tuning of Foundation Models for Class-incremental LearningCode0
Few-Shot Class Incremental Learning via Robust Transformer ApproachCode0
Delve into Base-Novel Confusion: Redundancy Exploration for Few-Shot Class-Incremental Learning—0
Few Shot Class Incremental Learning using Vision-Language models—0
Calibrating Higher-Order Statistics for Few-Shot Class-Incremental Learning with Pre-trained Vision TransformersCode1
Pre-trained Vision and Language Transformers Are Few-Shot Incremental LearnersCode2
OrCo: Towards Better Generalization via Orthogonality and Contrast for Few-Shot Class-Incremental LearningCode1
A Bag of Tricks for Few-Shot Class-Incremental Learning—0
NTK-Guided Few-Shot Class Incremental LearningCode1
Controllable Relation Disentanglement for Few-Shot Class-Incremental Learning—0
Few-Shot Class Incremental Learning with Attention-Aware Self-Adaptive PromptCode1
12 mJ per Class On-Device Online Few-Shot Class-Incremental LearningCode0
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