Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 551–575 of 634 papers

Title	Date	Tasks	Status
MIND: Multi-Task Incremental Network Distillation	Dec 5, 2023	class-incremental learningClass Incremental Learning	CodeCode Available
Category Adaptation Meets Projected Distillation in Generalized Continual Category Discovery	Aug 23, 2023	class-incremental learningClass Incremental Learning	CodeCode Available
FTF-ER: Feature-Topology Fusion-Based Experience Replay Method for Continual Graph Learning	Jul 28, 2024	class-incremental learningClass Incremental Learning	CodeCode Available
Mitigating Interference in the Knowledge Continuum through Attention-Guided Incremental Learning	May 22, 2024	class-incremental learningClass Incremental Learning	CodeCode Available
Foundation Model-Powered 3D Few-Shot Class Incremental Learning via Training-free Adaptor	Oct 11, 2024	class-incremental learningClass Incremental Learning	CodeCode Available
Rethinking Class-Incremental Learning from a Dynamic Imbalanced Learning Perspective	May 24, 2024	class-incremental learningClass Incremental Learning	CodeCode Available
FOCIL: Finetune-and-Freeze for Online Class Incremental Learning by Training Randomly Pruned Sparse Experts	Mar 13, 2024	class-incremental learningClass Incremental Learning	CodeCode Available
Compositional Few-Shot Class-Incremental Learning	May 27, 2024	class-incremental learningClass Incremental Learning	CodeCode Available
Fine-Grained Knowledge Selection and Restoration for Non-Exemplar Class Incremental Learning	Dec 20, 2023	class-incremental learningClass Incremental Learning	CodeCode Available
CBCL-PR: A Cognitively Inspired Model for Class-Incremental Learning in Robotics	Jul 31, 2023	AI Agentclass-incremental learning	CodeCode Available
Coarse-To-Fine Incremental Few-Shot Learning	Nov 24, 2021	class-incremental learningClass Incremental Learning	CodeCode Available
CMIP-CIL: A Cross-Modal Benchmark for Image-Point Class Incremental Learning	Apr 11, 2025	class-incremental learningClass Incremental Learning	CodeCode Available
Class-Incremental Learning with Repetition	Jan 26, 2023	class-incremental learningClass Incremental Learning	CodeCode Available
Few-shot Tuning of Foundation Models for Class-incremental Learning	May 26, 2024	class-incremental learningClass Incremental Learning	CodeCode Available
Class-incremental Learning with Rectified Feature-Graph Preservation	Dec 15, 2020	class-incremental learningClass Incremental Learning	CodeCode Available
Multi-Site Class-Incremental Learning with Weighted Experts in Echocardiography	Jul 31, 2024	class-incremental learningClass Incremental Learning	CodeCode Available
Multi-stream Fusion for Class Incremental Learning in Pill Image Classification	Oct 5, 2022	Classificationclass-incremental learning	CodeCode Available
RMM: Reinforced Memory Management for Class-Incremental Learning	Jan 14, 2023	class-incremental learningClass Incremental Learning	CodeCode Available
Class incremental learning with probability dampening and cascaded gated classifier	Feb 2, 2024	class-incremental learningClass Incremental Learning	CodeCode Available
A Forward and Backward Compatible Framework for Few-shot Class-incremental Pill Recognition	Apr 24, 2023	class-incremental learningClass Incremental Learning	CodeCode Available
Few-Shot Class-Incremental Learning with Prior Knowledge	Feb 2, 2024	class-incremental learningClass Incremental Learning	CodeCode Available
Few-Shot Class Incremental Learning via Robust Transformer Approach	May 8, 2024	class-incremental learningClass Incremental Learning	CodeCode Available
Robust Feature Learning and Global Variance-Driven Classifier Alignment for Long-Tail Class Incremental Learning	Nov 2, 2023	class-incremental learningClass Incremental Learning	CodeCode Available
Few-Shot Class-Incremental Learning via Entropy-Regularized Data-Free Replay	Jul 22, 2022	class-incremental learningClass Incremental Learning	CodeCode Available
Feature Expansion and enhanced Compression for Class Incremental Learning	May 13, 2024	class-incremental learningClass Incremental Learning	CodeCode Available

Show:10 25 50

← PrevPage 23 of 26Next →

All datasets cifar100 CIFAR-100 - 50 classes + 10 steps of 5 classes CIFAR-100 - 50 classes + 5 steps of 10 classes Cifar100-B0(10 tasks)-no-exemplars Cifar100-B0(20 tasks)-no-exemplars CIFAR100-B0(50 tasks)-no-exemplars

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	S&B	10-stage average accuracy	68.18	—	Unverified
2	SCR	10-stage average accuracy	65.98	—	Unverified
3	iCaRL	10-stage average accuracy	63.24	—	Unverified
4	LUCIR	10-stage average accuracy	56.53	—	Unverified
5	ABD	10-stage average accuracy	54.44	—	Unverified
6	EWC	10-stage average accuracy	50.53	—	Unverified
7	EMR	10-stage average accuracy	48.66	—	Unverified
8	A-GEM	10-stage average accuracy	45.76	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PPCA-SWSL	Final Accuracy	77.07	—	Unverified
2	PPCA-CLIP	Final Accuracy	69.71	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PPCA-SWSL	Final Accuracy	77.07	—	Unverified
2	PPCA-CLIP	Final Accuracy	69.71	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SEED	Average Incremental Accuracy	61.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SEED	Average Incremental Accuracy	56.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SEED	Average Incremental Accuracy	42.6	—	Unverified