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Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 511–520 of 634 papers

Title	Date	Tasks	Status	Hype	Score
ProtoGuard-guided PROPEL: Class-Aware Prototype Enhancement and Progressive Labeling for Incremental 3D Point Cloud Segmentation	Apr 2, 2025	class-incremental learningClass Incremental Learning	—Unverified	0	0
Prototype Reminiscence and Augmented Asymmetric Knowledge Aggregation for Non-Exemplar Class-Incremental Learning	Jan 1, 2023	class-incremental learningClass Incremental Learning	—Unverified	0	0
Prototypical quadruplet for few-shot class incremental learning	Nov 5, 2022	class-incremental learningClass Incremental Learning	—Unverified	0	0
A New Benchmark for Few-Shot Class-Incremental Learning: Redefining the Upper Bound	Mar 13, 2025	class-incremental learningClass Incremental Learning	—Unverified	0	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	0
PTMs-TSCIL Pre-Trained Models Based Class-Incremental Learning	Mar 10, 2025	class-incremental learningClass Incremental Learning	—Unverified	0	0
PyCIL: A Python Toolbox for Class-Incremental Learning	Dec 23, 2021	BIG-bench Machine Learningclass-incremental learning	—Unverified	0	0
Topology-Preserving Class-Incremental Learning	Aug 1, 2020	class-incremental learningClass Incremental Learning	—Unverified	0	0
An Efficient Replay for Class-Incremental Learning with Pre-trained Models	Aug 15, 2024	class-incremental learningClass Incremental Learning	—Unverified	0	0
Toward industrial use of continual learning : new metrics proposal for class incremental learning	Apr 10, 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