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Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 391–400 of 634 papers

Title	Date	Tasks	Status	Hype
Class-Wise Buffer Management for Incremental Object Detection: An Effective Buffer Training Strategy	Dec 14, 2023	class-incremental learningClass Incremental Learning	—Unverified	0
Read Between the Layers: Leveraging Multi-Layer Representations for Rehearsal-Free Continual Learning with Pre-Trained Models	Dec 13, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	0
TLCE: Transfer-Learning Based Classifier Ensembles for Few-Shot Class-Incremental Learning	Dec 7, 2023	class-incremental learningClass Incremental Learning	—Unverified	0
Enhancing Robustness in Incremental Learning with Adversarial Training	Dec 6, 2023	Adversarial Robustnessclass-incremental learning	CodeCode Available	0
MIND: Multi-Task Incremental Network Distillation	Dec 5, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	0
Pseudo Replay-based Class Continual Learning for Online New Category Anomaly Detection in Advanced Manufacturing	Dec 5, 2023	Anomaly Detectionclass-incremental learning	—Unverified	0
Efficient Expansion and Gradient Based Task Inference for Replay Free Incremental Learning	Dec 2, 2023	class-incremental learningClass Incremental Learning	—Unverified	0
Prompt-Based Exemplar Super-Compression and Regeneration for Class-Incremental Learning	Nov 30, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	0
Sketch Input Method Editor: A Comprehensive Dataset and Methodology for Systematic Input Recognition	Nov 30, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	0
Evaluating Pretrained models for Deployable Lifelong Learning	Nov 22, 2023	Atari Gamesclass-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