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Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 291–300 of 634 papers

Title	Date	Tasks	Status	Hype	Score
Exemplar-Based Contrastive Self-Supervised Learning with Few-Shot Class Incremental Learning	Feb 5, 2022	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
Audio-Visual Class-Incremental Learning for Fish Feeding intensity Assessment in Aquaculture	Apr 21, 2025	Benchmarkingclass-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
Evidential Deep Learning for Class-Incremental Semantic Segmentation	Dec 6, 2022	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
eTag: Class-Incremental Learning with Embedding Distillation and Task-Oriented Generation	Apr 20, 2023	class-incremental learningClass Incremental Learning	—Unverified	0	0
Class Incremental Learning with Pre-trained Vision-Language Models	Oct 31, 2023	class-incremental learningClass Incremental Learning	—Unverified	0	0
Adversary Aware Continual Learning	Apr 27, 2023	class-incremental learningClass Incremental Learning	—Unverified	0	0
Enhancing Visual Continual Learning with Language-Guided Supervision	Mar 24, 2024	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