SOTAVerified|Agents Browse Leaderboard About

Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 571–580 of 634 papers

Title	Date	Tasks	Status	Hype
Few-Shot Class-Incremental Learning with Prior Knowledge	Feb 2, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	0
Few-Shot Class Incremental Learning via Robust Transformer Approach	May 8, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	0
Robust Feature Learning and Global Variance-Driven Classifier Alignment for Long-Tail Class Incremental Learning	Nov 2, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	0
Few-Shot Class-Incremental Learning via Entropy-Regularized Data-Free Replay	Jul 22, 2022	class-incremental learningClass Incremental Learning	CodeCode Available	0
Feature Expansion and enhanced Compression for Class Incremental Learning	May 13, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	0
Extending Pretrained Segmentation Networks with Additional Anatomical Structures	Nov 12, 2018	class-incremental learningClass Incremental Learning	CodeCode Available	0
Task-Adaptive Saliency Guidance for Exemplar-free Class Incremental Learning	Dec 16, 2022	class-incremental learningClass Incremental Learning	CodeCode Available	0
Exploring the Open World Using Incremental Extreme Value Machines	May 30, 2022	Class Incremental LearningComputational Efficiency	CodeCode Available	0
New Insights on Relieving Task-Recency Bias for Online Class Incremental Learning	Feb 16, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	0
An Investigation of the Combination of Rehearsal and Knowledge Distillation in Continual Learning for Spoken Language Understanding	Nov 15, 2022	class-incremental learningClass Incremental Learning	CodeCode Available	0

Show:10 25 50

← PrevPage 58 of 64Next →

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