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Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 351–360 of 634 papers

Title	Date	Tasks	Status	Hype
DSS: A Diverse Sample Selection Method to Preserve Knowledge in Class-Incremental Learning	Dec 14, 2023	class-incremental learningClass Incremental Learning	—Unverified	0
Dual-Consistency Model Inversion for Non-Exemplar Class Incremental Learning	Jan 1, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
Dual Embodied-Symbolic Concept Representations for Deep Learning	Mar 1, 2022	class-incremental learningClass Incremental Learning	—Unverified	0
Dual-Enhanced Coreset Selection with Class-wise Collaboration for Online Blurry Class Incremental Learning	Jan 1, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
DualMix: Unleashing the Potential of Data Augmentation for Online Class-Incremental Learning	Mar 14, 2023	class-incremental learningClass Incremental Learning	—Unverified	0
Dual-Teacher Class-Incremental Learning With Data-Free Generative Replay	Jun 17, 2021	class-incremental learningClass Incremental Learning	—Unverified	0
Dynamic Feature Learning and Matching for Class-Incremental Learning	May 14, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
Dynamic Integration of Task-Specific Adapters for Class Incremental Learning	Sep 23, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
Dynamic Prompt Adjustment for Multi-Label Class-Incremental Learning	Dec 31, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
eCIL-MU: Embedding based Class Incremental Learning and Machine Unlearning	Jan 4, 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