Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 251–275 of 634 papers

Title	Date	Tasks	Status	Score
Adaptive Adapter Routing for Long-Tailed Class-Incremental Learning	Sep 11, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	5
ICICLE: Interpretable Class Incremental Continual Learning	Mar 14, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	5
Overcoming Catastrophic Forgetting with Unlabeled Data in the Wild	Mar 29, 2019	class-incremental learningClass Incremental Learning	CodeCode Available	5
Exemplar-free Class Incremental Learning via Discriminative and Comparable One-class Classifiers	Jan 5, 2022	class-incremental learningClass Incremental Learning	CodeCode Available	5
Constructing Sample-to-Class Graph for Few-Shot Class-Incremental Learning	Oct 31, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	5
Helpful or Harmful: Inter-Task Association in Continual Learning	Oct 23, 2022	Class Incremental LearningContinual Learning	CodeCode Available	5
IAP: Improving Continual Learning of Vision-Language Models via Instance-Aware Prompting	Mar 26, 2025	class-incremental learningClass Incremental Learning	CodeCode Available	5
ConSense: Continually Sensing Human Activity with WiFi via Growing and Picking	Feb 18, 2025	Activity Recognitionclass-incremental learning	CodeCode Available	5
GOTHAM: Graph Class Incremental Learning Framework under Weak Supervision	Apr 7, 2025	Attributeclass-incremental learning	CodeCode Available	5
Knowledge Transfer-Driven Few-Shot Class-Incremental Learning	Jun 19, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	5
Compositional Few-Shot Class-Incremental Learning	May 27, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	5
Foundation Model-Powered 3D Few-Shot Class Incremental Learning via Training-free Adaptor	Oct 11, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	5
FTF-ER: Feature-Topology Fusion-Based Experience Replay Method for Continual Graph Learning	Jul 28, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	5
Coarse-To-Fine Incremental Few-Shot Learning	Nov 24, 2021	class-incremental learningClass Incremental Learning	CodeCode Available	5
CMIP-CIL: A Cross-Modal Benchmark for Image-Point Class Incremental Learning	Apr 11, 2025	class-incremental learningClass Incremental Learning	CodeCode Available	5
Dealing with Cross-Task Class Discrimination in Online Continual Learning	May 24, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	5
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	5
Balanced Destruction-Reconstruction Dynamics for Memory-replay Class Incremental Learning	Aug 3, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	5
Few-shot Tuning of Foundation Models for Class-incremental Learning	May 26, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	5
A Forward and Backward Compatible Framework for Few-shot Class-incremental Pill Recognition	Apr 24, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	5
Feature Expansion and enhanced Compression for Class Incremental Learning	May 13, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	5
Few-Shot Class-Incremental Learning with Prior Knowledge	Feb 2, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	5
Extending Pretrained Segmentation Networks with Additional Anatomical Structures	Nov 12, 2018	class-incremental learningClass Incremental Learning	CodeCode Available	5
Exploring the Open World Using Incremental Extreme Value Machines	May 30, 2022	Class Incremental LearningComputational Efficiency	CodeCode Available	5
An Investigation of the Combination of Rehearsal and Knowledge Distillation in Continual Learning for Spoken Language Understanding	Nov 15, 2022	class-incremental learningClass Incremental Learning	CodeCode Available	5

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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