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Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 591–600 of 634 papers

Title	Date	Tasks	Status	Hype	Score
Enhancing Visual Continual Learning with Language-Guided Supervision	Mar 24, 2024	class-incremental learningClass Incremental Learning	—Unverified	0	0
DILF-EN framework for Class-Incremental Learning	Dec 23, 2021	class-incremental learningClass Incremental Learning	—Unverified	0	0
eTag: Class-Incremental Learning with Embedding Distillation and Task-Oriented Generation	Apr 20, 2023	class-incremental learningClass Incremental Learning	—Unverified	0	0
Evaluating Pretrained models for Deployable Lifelong Learning	Nov 22, 2023	Atari Gamesclass-incremental learning	—Unverified	0	0
Evidential Deep Learning for Class-Incremental Semantic Segmentation	Dec 6, 2022	class-incremental learningClass Incremental Learning	—Unverified	0	0
Evolving Dictionary Representation for Few-shot Class-incremental Learning	May 3, 2023	class-incremental learningClass Incremental Learning	—Unverified	0	0
EXACFS -- A CIL Method to mitigate Catastrophic Forgetting	Oct 31, 2024	class-incremental learningClass Incremental Learning	—Unverified	0	0
Exemplar-Based Contrastive Self-Supervised Learning with Few-Shot Class Incremental Learning	Feb 5, 2022	class-incremental learningClass Incremental Learning	—Unverified	0	0
Exemplar-condensed Federated Class-incremental Learning	Dec 25, 2024	class-incremental learningClass Incremental Learning	—Unverified	0	0
Semantic-aware Knowledge Distillation for Few-Shot Class-Incremental Learning	Mar 6, 2021	class-incremental learningClass Incremental Learning	—Unverified	0	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