Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 276–300 of 634 papers

Title	Date	Tasks	Status	Score
Category Adaptation Meets Projected Distillation in Generalized Continual Category Discovery	Aug 23, 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
Coarse-To-Fine Incremental Few-Shot Learning	Nov 24, 2021	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
Foundation Model-Powered 3D Few-Shot Class Incremental Learning via Training-free Adaptor	Oct 11, 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
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
Active Class Selection for Few-Shot Class-Incremental Learning	Jul 5, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	5
IPSeg: Image Posterior Mitigates Semantic Drift in Class-Incremental Segmentation	Feb 7, 2025	class-incremental learningClass Incremental Learning	CodeCode Available	5
Fine-Grained Knowledge Selection and Restoration for Non-Exemplar Class Incremental Learning	Dec 20, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	5
GOTHAM: Graph Class Incremental Learning Framework under Weak Supervision	Apr 7, 2025	Attributeclass-incremental learning	CodeCode Available	5
PEARL: Input-Agnostic Prompt Enhancement with Negative Feedback Regulation for Class-Incremental Learning	Dec 14, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	5
Exemplar-condensed Federated Class-incremental Learning	Dec 25, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
Exemplar-Based Contrastive Self-Supervised Learning with Few-Shot Class Incremental Learning	Feb 5, 2022	class-incremental learningClass Incremental Learning	—Unverified	0
EXACFS -- A CIL Method to mitigate Catastrophic Forgetting	Oct 31, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
Audio-Visual Class-Incremental Learning for Fish Feeding intensity Assessment in Aquaculture	Apr 21, 2025	Benchmarkingclass-incremental learning	—Unverified	0
Evolving Dictionary Representation for Few-shot Class-incremental Learning	May 3, 2023	class-incremental learningClass Incremental Learning	—Unverified	0
Evidential Deep Learning for Class-Incremental Semantic Segmentation	Dec 6, 2022	class-incremental learningClass Incremental Learning	—Unverified	0
Evaluating Pretrained models for Deployable Lifelong Learning	Nov 22, 2023	Atari Gamesclass-incremental learning	—Unverified	0
eTag: Class-Incremental Learning with Embedding Distillation and Task-Oriented Generation	Apr 20, 2023	class-incremental learningClass Incremental Learning	—Unverified	0
Class Incremental Learning with Pre-trained Vision-Language Models	Oct 31, 2023	class-incremental learningClass Incremental Learning	—Unverified	0
Adversary Aware Continual Learning	Apr 27, 2023	class-incremental learningClass Incremental Learning	—Unverified	0
Enhancing Visual Continual Learning with Language-Guided Supervision	Mar 24, 2024	class-incremental learningClass Incremental Learning	—Unverified	0

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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