SOTAVerified

Class Incremental Learning

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 551–600 of 634 papers

TitleStatusHype
MIND: Multi-Task Incremental Network DistillationCode0
Category Adaptation Meets Projected Distillation in Generalized Continual Category DiscoveryCode0
FTF-ER: Feature-Topology Fusion-Based Experience Replay Method for Continual Graph LearningCode0
Mitigating Interference in the Knowledge Continuum through Attention-Guided Incremental LearningCode0
Foundation Model-Powered 3D Few-Shot Class Incremental Learning via Training-free AdaptorCode0
Rethinking Class-Incremental Learning from a Dynamic Imbalanced Learning PerspectiveCode0
FOCIL: Finetune-and-Freeze for Online Class Incremental Learning by Training Randomly Pruned Sparse ExpertsCode0
Compositional Few-Shot Class-Incremental LearningCode0
Fine-Grained Knowledge Selection and Restoration for Non-Exemplar Class Incremental LearningCode0
CBCL-PR: A Cognitively Inspired Model for Class-Incremental Learning in RoboticsCode0
Coarse-To-Fine Incremental Few-Shot LearningCode0
CMIP-CIL: A Cross-Modal Benchmark for Image-Point Class Incremental LearningCode0
Class-Incremental Learning with RepetitionCode0
Few-shot Tuning of Foundation Models for Class-incremental LearningCode0
Class-incremental Learning with Rectified Feature-Graph PreservationCode0
Multi-Site Class-Incremental Learning with Weighted Experts in EchocardiographyCode0
Multi-stream Fusion for Class Incremental Learning in Pill Image ClassificationCode0
RMM: Reinforced Memory Management for Class-Incremental LearningCode0
Class incremental learning with probability dampening and cascaded gated classifierCode0
A Forward and Backward Compatible Framework for Few-shot Class-incremental Pill RecognitionCode0
Few-Shot Class-Incremental Learning with Prior KnowledgeCode0
Few-Shot Class Incremental Learning via Robust Transformer ApproachCode0
Robust Feature Learning and Global Variance-Driven Classifier Alignment for Long-Tail Class Incremental LearningCode0
Few-Shot Class-Incremental Learning via Entropy-Regularized Data-Free ReplayCode0
Feature Expansion and enhanced Compression for Class Incremental LearningCode0
Extending Pretrained Segmentation Networks with Additional Anatomical StructuresCode0
Task-Adaptive Saliency Guidance for Exemplar-free Class Incremental LearningCode0
Exploring the Open World Using Incremental Extreme Value MachinesCode0
New Insights on Relieving Task-Recency Bias for Online Class Incremental LearningCode0
An Investigation of the Combination of Rehearsal and Knowledge Distillation in Continual Learning for Spoken Language UnderstandingCode0
Class-incremental Learning with Pre-allocated Fixed ClassifiersCode0
Teamwork Is Not Always Good: An Empirical Study of Classifier Drift in Class-incremental Information ExtractionCode0
Exemplar-free Class Incremental Learning via Discriminative and Comparable One-class ClassifiersCode0
Efficient Lifelong Learning with A-GEMCode0
Class Incremental Learning with Multi-Teacher DistillationCode0
Technical Report for the 5th CLVision Challenge at CVPR: Addressing the Class-Incremental with Repetition using Unlabeled Data -- 4th Place SolutionCode0
Online Class-Incremental Learning For Real-World Food Image ClassificationCode0
DYSON: Dynamic Feature Space Self-Organization for Online Task-Free Class Incremental LearningCode0
Online Continual Learning with Maximal Interfered RetrievalCode0
Gradient based sample selection for online continual learningCode0
DynaMMo: Dynamic Model Merging for Efficient Class Incremental Learning for Medical ImagesCode0
On Sequential Loss Approximation for Continual LearningCode0
Adaptive Adapter Routing for Long-Tailed Class-Incremental LearningCode0
On the importance of cross-task features for class-incremental learningCode0
Dynamic Residual Classifier for Class Incremental LearningCode0
Scalable Learning with Incremental Probabilistic PCACode0
Divide and not forget: Ensemble of selectively trained experts in Continual LearningCode0
OpenIncrement: A Unified Framework for Open Set Recognition and Deep Class-Incremental LearningCode0
Cognitively-Inspired Model for Incremental Learning Using a Few ExamplesCode0
Balanced Destruction-Reconstruction Dynamics for Memory-replay Class Incremental LearningCode0
Show:102550
← PrevPage 12 of 13Next →
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