Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 601–634 of 634 papers

Title	Date	Tasks	Status
Discrete Key-Value Bottleneck	Jul 22, 2022	class-incremental learningClass Incremental Learning	CodeCode Available
Density Distribution-based Learning Framework for Addressing Online Continual Learning Challenges	Nov 22, 2023	class-incremental learningClass Incremental Learning	CodeCode Available
A streamlined Approach to Multimodal Few-Shot Class Incremental Learning for Fine-Grained Datasets	Mar 10, 2024	class-incremental learningClass Incremental Learning	CodeCode Available
Deep Class Incremental Learning from Decentralized Data	Mar 11, 2022	class-incremental learningClass Incremental Learning	CodeCode Available
SupportNet: solving catastrophic forgetting in class incremental learning with support data	Jun 8, 2018	class-incremental learningClass Incremental Learning	CodeCode Available
OVOR: OnePrompt with Virtual Outlier Regularization for Rehearsal-Free Class-Incremental Learning	Feb 6, 2024	class-incremental learningClass Incremental Learning	CodeCode Available
Towards Realistic Evaluation of Industrial Continual Learning Scenarios with an Emphasis on Energy Consumption and Computational Footprint	Jan 1, 2023	class-incremental learningClass Incremental Learning	CodeCode Available
Towards Effective Authorship Attribution: Integrating Class-Incremental Learning	Aug 12, 2024	Authorship Attributionclass-incremental learning	CodeCode Available
A Strategy for an Uncompromising Incremental Learner	May 2, 2017	class-incremental learningClass Incremental Learning	CodeCode Available
PEARL: Input-Agnostic Prompt Enhancement with Negative Feedback Regulation for Class-Incremental Learning	Dec 14, 2024	class-incremental learningClass Incremental Learning	CodeCode Available
Class-Incremental Learning via Knowledge Amalgamation	Sep 5, 2022	class-incremental learningClass Incremental Learning	CodeCode Available
Dataset Knowledge Transfer for Class-Incremental Learning without Memory	Oct 16, 2021	class-incremental learningClass Incremental Learning	CodeCode Available
PIP: Prototypes-Injected Prompt for Federated Class Incremental Learning	Jul 30, 2024	class-incremental learningClass Incremental Learning	CodeCode Available
12 mJ per Class On-Device Online Few-Shot Class-Incremental Learning	Mar 12, 2024	class-incremental learningClass Incremental Learning	CodeCode Available
TACLE: Task and Class-aware Exemplar-free Semi-supervised Class Incremental Learning	Jul 10, 2024	class-incremental learningClass Incremental Learning	CodeCode Available
PL-FSCIL: Harnessing the Power of Prompts for Few-Shot Class-Incremental Learning	Jan 26, 2024	class-incremental learningClass Incremental Learning	CodeCode Available
Data-Free Generative Replay for Class-Incremental Learning on Imbalanced Data	Jun 7, 2024	class-incremental learningClass Incremental Learning	CodeCode Available
Class-incremental Learning via Deep Model Consolidation	Mar 19, 2019	class-incremental learningClass Incremental Learning	CodeCode Available
CSTA: Spatial-Temporal Causal Adaptive Learning for Exemplar-Free Video Class-Incremental Learning	Jan 13, 2025	class-incremental learningClass Incremental Learning	CodeCode Available
CroMo-Mixup: Augmenting Cross-Model Representations for Continual Self-Supervised Learning	Jul 16, 2024	class-incremental learningClass Incremental Learning	CodeCode Available
Preserving Locality in Vision Transformers for Class Incremental Learning	Apr 14, 2023	class-incremental learningClass Incremental Learning	CodeCode Available
Enhancing Robustness in Incremental Learning with Adversarial Training	Dec 6, 2023	Adversarial Robustnessclass-incremental learning	CodeCode Available
Covariance-based Space Regularization for Few-shot Class Incremental Learning	Nov 2, 2024	class-incremental learningClass Incremental Learning	CodeCode Available
COOLer: Class-Incremental Learning for Appearance-Based Multiple Object Tracking	Oct 4, 2023	class-incremental learningClass Incremental Learning	CodeCode Available
Active Class Selection for Few-Shot Class-Incremental Learning	Jul 5, 2023	class-incremental learningClass Incremental Learning	CodeCode Available
Class-Incremental Learning based on Label Generation	Jun 22, 2023	class-incremental learningClass Incremental Learning	CodeCode Available
Class Impression for Data-free Incremental Learning	Jun 26, 2022	class-incremental learningClass Incremental Learning	CodeCode Available
Prompt-Based Exemplar Super-Compression and Regeneration for Class-Incremental Learning	Nov 30, 2023	class-incremental learningClass Incremental Learning	CodeCode Available
PromptFusion: Decoupling Stability and Plasticity for Continual Learning	Mar 13, 2023	class-incremental learningClass Incremental Learning	CodeCode Available
An Efficient Memory Module for Graph Few-Shot Class-Incremental Learning	Nov 11, 2024	class-incremental learningClass Incremental Learning	CodeCode Available
Rebalancing Batch Normalization for Exemplar-based Class-Incremental Learning	Jan 29, 2022	class-incremental learningClass Incremental Learning	CodeCode Available
SHARP: Sparsity and Hidden Activation RePlay for Neuro-Inspired Continual Learning	May 29, 2023	Allclass-incremental learning	CodeCode Available
SHELS: Exclusive Feature Sets for Novelty Detection and Continual Learning Without Class Boundaries	Jun 28, 2022	class-incremental learningClass Incremental Learning	CodeCode Available
Continual Prune-and-Select: Class-incremental learning with specialized subnetworks	Aug 9, 2022	class-incremental learningClass Incremental Learning	CodeCode Available

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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