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Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 431–440 of 634 papers

Title	Date	Tasks	Status	Hype	Score
TaE: Task-aware Expandable Representation for Long Tail Class Incremental Learning	Feb 8, 2024	class-incremental learningClass Incremental Learning	—Unverified	0	0
ClaRe: Practical Class Incremental Learning By Remembering Previous Class Representations	Mar 29, 2021	class-incremental learningClass Incremental Learning	—Unverified	0	0
CEAT: Continual Expansion and Absorption Transformer for Non-Exemplar Class-Incremental Learning	Mar 11, 2024	class-incremental learningClass Incremental Learning	—Unverified	0	0
ACIL: Analytic Class-Incremental Learning with Absolute Memorization and Privacy Protection	May 30, 2022	class-incremental learningClass Incremental Learning	—Unverified	0	0
Causes of Catastrophic Forgetting in Class-Incremental Semantic Segmentation	Sep 16, 2022	class-incremental learningClass Incremental Learning	—Unverified	0	0
Modeling Unknown Semantic Labels as Uncertainty in the Prediction: Evidential Deep Learning for Class-Incremental Semantic Segmentation	Sep 29, 2021	class-incremental learningClass Incremental Learning	—Unverified	0	0
CALA: A Class-Aware Logit Adapter for Few-Shot Class-Incremental Learning	Dec 17, 2024	class-incremental learningClass Incremental Learning	—Unverified	0	0
Multi-Centroid Task Descriptor for Dynamic Class Incremental Inference	Jan 1, 2023	class-incremental learningClass Incremental Learning	—Unverified	0	0
CafeBoost: Causal Feature Boost To Eliminate Task-Induced Bias for Class Incremental Learning	Jan 1, 2023	class-incremental learningClass Incremental Learning	—Unverified	0	0
Multi-label Class Incremental Emotion Decoding with Augmented Emotional Semantics Learning	May 31, 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