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Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 231–240 of 634 papers

Title	Date	Tasks	Status	Hype
Continual Deep Active Learning for Medical Imaging: Replay-Base Architecture for Context Adaptation	Jan 14, 2025	Active Learningclass-incremental learning	CodeCode Available	0
CSTA: Spatial-Temporal Causal Adaptive Learning for Exemplar-Free Video Class-Incremental Learning	Jan 13, 2025	class-incremental learningClass Incremental Learning	CodeCode Available	0
Language-Inspired Relation Transfer for Few-shot Class-Incremental Learning	Jan 10, 2025	class-incremental learningClass Incremental Learning	—Unverified	0
Attraction Diminishing and Distributing for Few-Shot Class-Incremental Learning	Jan 1, 2025	class-incremental learningClass Incremental Learning	—Unverified	0
Activating Sparse Part Concepts for 3D Class Incremental Learning	Jan 1, 2025	class-incremental learningClass Incremental Learning	CodeCode Available	0
Learning Conditional Space-Time Prompt Distributions for Video Class-Incremental Learning	Jan 1, 2025	class-incremental learningClass Incremental Learning	—Unverified	0
SEC-Prompt:SEmantic Complementary Prompting for Few-Shot Class-Incremental Learning	Jan 1, 2025	class-incremental learningClass Incremental Learning	—Unverified	0
pFedMxF: Personalized Federated Class-Incremental Learning with Mixture of Frequency Aggregation	Jan 1, 2025	class-incremental learningClass Incremental Learning	—Unverified	0
Knowledge Memorization and Rumination for Pre-trained Model-based Class-Incremental Learning	Jan 1, 2025	class-incremental learningClass Incremental Learning	—Unverified	0
Hyperbolic Uncertainty-Aware Few-Shot Incremental Point Cloud Segmentation	Jan 1, 2025	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