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Class Incremental Learning

Papers

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Showing 251–300 of 634 papers

TitleStatusHype
Look At Me, No Replay! SurpriseNet: Anomaly Detection Inspired Class Incremental LearningCode0
Memory-Free Generative Replay For Class-Incremental LearningCode0
Constructing Sample-to-Class Graph for Few-Shot Class-Incremental LearningCode0
Exemplar-free Class Incremental Learning via Discriminative and Comparable One-class ClassifiersCode0
Few-shot Tuning of Foundation Models for Class-incremental LearningCode0
A Forward and Backward Compatible Framework for Few-shot Class-incremental Pill RecognitionCode0
Lifelong Machine Learning with Deep Streaming Linear Discriminant AnalysisCode0
ConSense: Continually Sensing Human Activity with WiFi via Growing and PickingCode0
Few-Shot Class Incremental Learning via Robust Transformer ApproachCode0
Few-Shot Class-Incremental Learning via Entropy-Regularized Data-Free ReplayCode0
Learning a Unified Classifier Incrementally via RebalancingCode0
Learning Adaptive Embedding Considering Incremental ClassCode0
Compositional Few-Shot Class-Incremental LearningCode0
iNeMo: Incremental Neural Mesh Models for Robust Class-Incremental LearningCode0
Knowledge Transfer-Driven Few-Shot Class-Incremental LearningCode0
Improving Forward Compatibility in Class Incremental Learning by Increasing Representation Rank and Feature RichnessCode0
Overcoming Catastrophic Forgetting with Unlabeled Data in the WildCode0
L3A: Label-Augmented Analytic Adaptation for Multi-Label Class Incremental LearningCode0
IAP: Improving Continual Learning of Vision-Language Models via Instance-Aware PromptingCode0
Dealing with Cross-Task Class Discrimination in Online Continual LearningCode0
CMIP-CIL: A Cross-Modal Benchmark for Image-Point Class Incremental LearningCode0
Balanced Destruction-Reconstruction Dynamics for Memory-replay Class Incremental LearningCode0
Helpful or Harmful: Inter-Task Association in Continual LearningCode0
ICICLE: Interpretable Class Incremental Continual LearningCode0
Large Scale Incremental LearningCode0
Category Adaptation Meets Projected Distillation in Generalized Continual Category DiscoveryCode0
Feature Expansion and enhanced Compression for Class Incremental LearningCode0
Coarse-To-Fine Incremental Few-Shot LearningCode0
FTF-ER: Feature-Topology Fusion-Based Experience Replay Method for Continual Graph LearningCode0
Foundation Model-Powered 3D Few-Shot Class Incremental Learning via Training-free AdaptorCode0
Extending Pretrained Segmentation Networks with Additional Anatomical StructuresCode0
Exploring the Open World Using Incremental Extreme Value MachinesCode0
An Investigation of the Combination of Rehearsal and Knowledge Distillation in Continual Learning for Spoken Language UnderstandingCode0
FOCIL: Finetune-and-Freeze for Online Class Incremental Learning by Training Randomly Pruned Sparse ExpertsCode0
Active Class Selection for Few-Shot Class-Incremental LearningCode0
IPSeg: Image Posterior Mitigates Semantic Drift in Class-Incremental SegmentationCode0
Fine-Grained Knowledge Selection and Restoration for Non-Exemplar Class Incremental LearningCode0
GOTHAM: Graph Class Incremental Learning Framework under Weak SupervisionCode0
PEARL: Input-Agnostic Prompt Enhancement with Negative Feedback Regulation for Class-Incremental LearningCode0
Exemplar-condensed Federated Class-incremental Learning—0
Exemplar-Based Contrastive Self-Supervised Learning with Few-Shot Class Incremental Learning—0
EXACFS -- A CIL Method to mitigate Catastrophic Forgetting—0
Audio-Visual Class-Incremental Learning for Fish Feeding intensity Assessment in Aquaculture—0
Evolving Dictionary Representation for Few-shot Class-incremental Learning—0
Evidential Deep Learning for Class-Incremental Semantic Segmentation—0
Evaluating Pretrained models for Deployable Lifelong Learning—0
eTag: Class-Incremental Learning with Embedding Distillation and Task-Oriented Generation—0
Class Incremental Learning with Pre-trained Vision-Language Models—0
Adversary Aware Continual Learning—0
Enhancing Visual Continual Learning with Language-Guided Supervision—0
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All datasetscifar100CIFAR-100 - 50 classes + 10 steps of 5 classesCIFAR-100 - 50 classes + 5 steps of 10 classesCifar100-B0(10 tasks)-no-exemplarsCifar100-B0(20 tasks)-no-exemplarsCIFAR100-B0(50 tasks)-no-exemplars

Benchmark Results

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