SOTAVerified

Class Incremental Learning

Papers

Showing 191200 of 634 papers

TitleStatusHype
MEGA: Second-Order Gradient Alignment for Catastrophic Forgetting Mitigation in GFSCIL0
GPS: Distilling Compact Memories via Grid-based Patch Sampling for Efficient Online Class-Incremental Learning0
Adaptive Additive Parameter Updates of Vision Transformers for Few-Shot Continual Learning0
CMIP-CIL: A Cross-Modal Benchmark for Image-Point Class Incremental LearningCode0
LoRAX: LoRA eXpandable Networks for Continual Synthetic Image AttributionCode0
FM-LoRA: Factorized Low-Rank Meta-Prompting for Continual Learning0
GOTHAM: Graph Class Incremental Learning Framework under Weak SupervisionCode0
ProtoGuard-guided PROPEL: Class-Aware Prototype Enhancement and Progressive Labeling for Incremental 3D Point Cloud Segmentation0
Diffusion Meets Few-shot Class Incremental Learning0
T-CIL: Temperature Scaling using Adversarial Perturbation for Calibration in Class-Incremental Learning0
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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