SOTAVerified

Class Incremental Learning

Papers

Showing 151175 of 634 papers

TitleStatusHype
Constructing Enhanced Mutual Information for Online Class-Incremental Learning0
CLIP with Generative Latent Replay: a Strong Baseline for Incremental LearningCode0
A Life-long Learning Intrusion Detection System for 6G-Enabled IoV0
Class-Incremental Learning with CLIP: Adaptive Representation Adjustment and Parameter FusionCode2
Continual Learning for Remote Physiological Measurement: Minimize Forgetting and Simplify InferenceCode0
PASS++: A Dual Bias Reduction Framework for Non-Exemplar Class-Incremental Learning0
Addressing Imbalance for Class Incremental Learning in Medical Image Classification0
Mitigating Background Shift in Class-Incremental Semantic SegmentationCode1
CroMo-Mixup: Augmenting Cross-Model Representations for Continual Self-Supervised LearningCode0
Overcoming Catastrophic Forgetting in Federated Class-Incremental Learning via Federated Global Twin Generator0
iNeMo: Incremental Neural Mesh Models for Robust Class-Incremental LearningCode0
Exemplar-free Continual Representation Learning via Learnable Drift CompensationCode1
TACLE: Task and Class-aware Exemplar-free Semi-supervised Class Incremental LearningCode0
Rethinking Few-shot Class-incremental Learning: Learning from YourselfCode1
OpenCIL: Benchmarking Out-of-Distribution Detection in Class-Incremental LearningCode1
Mamba-FSCIL: Dynamic Adaptation with Selective State Space Model for Few-Shot Class-Incremental LearningCode1
Mind the Interference: Retaining Pre-trained Knowledge in Parameter Efficient Continual Learning of Vision-Language ModelsCode2
UCIL: An Unsupervised Class Incremental Learning Approach for Sound Event Detection0
TEAL: New Selection Strategy for Small Buffers in Experience Replay Class Incremental LearningCode1
The impact of model size on catastrophic forgetting in Online Continual Learning0
The Championship-Winning Solution for the 5th CLVISION Challenge 20240
CCSI: Continual Class-Specific Impression for Data-free Class Incremental LearningCode0
Data-Free Generative Replay for Class-Incremental Learning on Imbalanced DataCode0
Decision Boundary-aware Knowledge Consolidation Generates Better Instance-Incremental Learner0
Federated Class-Incremental Learning with Hierarchical Generative Prototypes0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1S&B10-stage average accuracy68.18Unverified
2SCR10-stage average accuracy65.98Unverified
3iCaRL10-stage average accuracy63.24Unverified
4LUCIR10-stage average accuracy56.53Unverified
5ABD10-stage average accuracy54.44Unverified
6EWC10-stage average accuracy50.53Unverified
7EMR10-stage average accuracy48.66Unverified
8A-GEM10-stage average accuracy45.76Unverified
#ModelMetricClaimedVerifiedStatus
1PPCA-SWSLFinal Accuracy77.07Unverified
2PPCA-CLIPFinal Accuracy69.71Unverified
#ModelMetricClaimedVerifiedStatus
1PPCA-SWSLFinal Accuracy77.07Unverified
2PPCA-CLIPFinal Accuracy69.71Unverified
#ModelMetricClaimedVerifiedStatus
1SEEDAverage Incremental Accuracy61.7Unverified
#ModelMetricClaimedVerifiedStatus
1SEEDAverage Incremental Accuracy56.2Unverified
#ModelMetricClaimedVerifiedStatus
1SEEDAverage Incremental Accuracy42.6Unverified