SOTAVerified

Incremental Learning

Incremental learning aims to develop artificially intelligent systems that can continuously learn to address new tasks from new data while preserving knowledge learned from previously learned tasks.

Papers

Showing 301350 of 1371 papers

TitleStatusHype
Look At Me, No Replay! SurpriseNet: Anomaly Detection Inspired Class Incremental LearningCode0
A Novel Incremental Learning Driven Instance Segmentation Framework to Recognize Highly Cluttered Instances of the Contraband ItemsCode0
Lifelong Learning of Spatiotemporal Representations with Dual-Memory Recurrent Self-OrganizationCode0
Enhancing Robustness in Incremental Learning with Adversarial TrainingCode0
Learning without MemorizingCode0
Class-Incremental Learning based on Label GenerationCode0
Avoiding Forgetting and Allowing Forward Transfer in Continual Learning via Sparse NetworksCode0
Class Impression for Data-free Incremental LearningCode0
CLASSIC: Continual and Contrastive Learning of Aspect Sentiment Classification TasksCode0
Learning to Predict by the Methods of Temporal DifferencesCode0
LIME: Low-Cost and Incremental Learning for Dynamic Heterogeneous Information NetworksCode0
Class Balance Matters to Active Class-Incremental LearningCode0
CL3: A Collaborative Learning Framework for the Medical Data Ensuring Data Privacy in the Hyperconnected EnvironmentCode0
CILIATE: Towards Fairer Class-based Incremental Learning by Dataset and Training RefinementCode0
Addressing Imbalanced Domain-Incremental Learning through Dual-Balance Collaborative ExpertsCode0
Learning a Unified Classifier Incrementally via RebalancingCode0
CGC: Contrastive Graph Clustering for Community Detection and TrackingCode0
Large Scale Incremental LearningCode0
Centroids Matching: an efficient Continual Learning approach operating in the embedding spaceCode0
A Comprehensive Study of Class Incremental Learning Algorithms for Visual TasksCode0
Learning Adaptive Embedding Considering Incremental ClassCode0
Learning from the Web: Language Drives Weakly-Supervised Incremental Learning for Semantic SegmentationCode0
CCSI: Continual Class-Specific Impression for Data-free Class Incremental LearningCode0
Knowledge Transfer-Driven Few-Shot Class-Incremental LearningCode0
CBCL-PR: A Cognitively Inspired Model for Class-Incremental Learning in RoboticsCode0
Causes of Catastrophic Forgetting in Class-Incremental Semantic SegmentationCode0
A comprehensive, application-oriented study of catastrophic forgetting in DNNsCode0
L3A: Label-Augmented Analytic Adaptation for Multi-Label Class Incremental LearningCode0
An EM Framework for Online Incremental Learning of Semantic SegmentationCode0
Catastrophic forgetting: still a problem for DNNsCode0
Dealing with Cross-Task Class Discrimination in Online Continual LearningCode0
Latent Spectral Regularization for Continual LearningCode0
Knowledge Swapping via Learning and UnlearningCode0
Class incremental learning with probability dampening and cascaded gated classifierCode0
AdaptoML-UX: An Adaptive User-centered GUI-based AutoML Toolkit for Non-AI Experts and HCI ResearchersCode0
An Efficient Memory Module for Graph Few-Shot Class-Incremental LearningCode0
Knowledge Accumulation in Continually Learned Representations and the Issue of Feature ForgettingCode0
Can BERT Refrain from Forgetting on Sequential Tasks? A Probing StudyCode0
Interactive incremental learning of generalizable skills with local trajectory modulationCode0
A comparative study of general fuzzy min-max neural networks for pattern classification problemsCode0
Instance Weighted Incremental Evolution Strategies for Reinforcement Learning in Dynamic EnvironmentsCode0
IPSeg: Image Posterior Mitigates Semantic Drift in Class-Incremental SegmentationCode0
IncSAR: A Dual Fusion Incremental Learning Framework for SAR Target RecognitionCode0
Incremental Sequence LearningCode0
iNeMo: Incremental Neural Mesh Models for Robust Class-Incremental LearningCode0
ISSTAD: Incremental Self-Supervised Learning Based on Transformer for Anomaly Detection and LocalizationCode0
Buffer-based Gradient Projection for Continual Federated LearningCode0
Overcoming Catastrophic Forgetting with Unlabeled Data in the WildCode0
Incremental Learning with Repetition via Pseudo-Feature ProjectionCode0
Initial Classifier Weights Replay for Memoryless Class Incremental LearningCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1PPCA-SWSLFinal Accuracy77.07Unverified
2TCILAverage Incremental Accuracy74.88Unverified
3TCIL-LiteAverage Incremental Accuracy74.3Unverified
4DER(Standard ResNet-18)Average Incremental Accuracy72.6Unverified
5D3FormerAverage Incremental Accuracy72.23Unverified
6PPCA-CLIPFinal Accuracy69.71Unverified
7FOSTERAverage Incremental Accuracy69.46Unverified
8RMM (Modified ResNet-32)Average Incremental Accuracy68.86Unverified
9DER(Modified Res-32)Average Incremental Accuracy67.6Unverified
10CCIL-SDAverage Incremental Accuracy67.17Unverified
#ModelMetricClaimedVerifiedStatus
1TCILAverage Incremental Accuracy73.72Unverified
2TCIL-LiteAverage Incremental Accuracy73.5Unverified
3DER(Standard ResNet-18)Average Incremental Accuracy72.45Unverified
4D3FormerAverage Incremental Accuracy70.94Unverified
5FOSTERAverage Incremental Accuracy67.95Unverified
6RMM (Modified ResNet-32)Average Incremental Accuracy67.61Unverified
7DER(Modified ResNet-32)Average Incremental Accuracy66.36Unverified
8CCIL-SDAverage Incremental Accuracy65.86Unverified
9PODNet (CNN)Average Incremental Accuracy63.19Unverified
10UCIR (CNN)*Average Incremental Accuracy60.18Unverified
#ModelMetricClaimedVerifiedStatus
1WAAverage Incremental Accuracy Top-591Unverified
2BiCAverage Incremental Accuracy Top-590.6Unverified
3E2EAverage Incremental Accuracy Top-589.92Unverified
4RPSNetAverage Incremental Accuracy Top-587.9Unverified
5kNN-CLIPAverage Incremental Accuracy85.1Unverified
6iCaRLAverage Incremental Accuracy Top-583.6Unverified
7RMM (ResNet-18)Average Incremental Accuracy78.47Unverified
8FOSTERAverage Incremental Accuracy77.75Unverified
9TCILAverage Incremental Accuracy77.66Unverified
10TCIL-LiteAverage Incremental Accuracy77.5Unverified
#ModelMetricClaimedVerifiedStatus
1View-Batch(TCIL)Average Incremental Accuracy79.23Unverified
2TCILAverage Incremental Accuracy77.72Unverified
3TCIL-LiteAverage Incremental Accuracy76.96Unverified
4DER(w/o P)Average Incremental Accuracy76.8Unverified
5BiCAverage Incremental Accuracy73.1Unverified
6WAAverage Incremental Accuracy72.81Unverified
7iCaRLAverage Incremental Accuracy71.14Unverified
8RPSNetAverage Incremental Accuracy70.5Unverified
9PODNetAverage Incremental Accuracy66.7Unverified
10UCIRAverage Incremental Accuracy62.77Unverified
#ModelMetricClaimedVerifiedStatus
1kNN-CLIPAverage Incremental Accuracy85.5Unverified
2BiCAverage Incremental Accuracy Top-584Unverified
3E2EAverage Incremental Accuracy Top-572.09Unverified
4DyToxAverage Incremental Accuracy71.29Unverified
5DER w/o PruningAverage Incremental Accuracy68.84Unverified
6FOSTERAverage Incremental Accuracy68.34Unverified
7RMM (ResNet-18)Average Incremental Accuracy67.45Unverified
8DERAverage Incremental Accuracy66.73Unverified
9WAAverage Incremental Accuracy65.67Unverified
10iCaRLAverage Incremental Accuracy38.4Unverified
#ModelMetricClaimedVerifiedStatus
1View-Batch(DER)Average Incremental Accuracy78.12Unverified
2TCILAverage Incremental Accuracy77.3Unverified
3TCIL-LiteAverage Incremental Accuracy76.74Unverified
4DER(ResNet-18)Average Incremental Accuracy74.64Unverified
5FOSTERAverage Incremental Accuracy72.9Unverified
6CoilAverage Incremental Accuracy65.48Unverified
#ModelMetricClaimedVerifiedStatus
1D3FormerAverage Incremental Accuracy68.68Unverified
2RMM (Modified ResNet-32)Average Incremental Accuracy66.21Unverified
3FOSTERAverage Incremental Accuracy63.83Unverified
4PODNetAverage Incremental Accuracy60.72Unverified
5BiCAverage Incremental Accuracy48.96Unverified
#ModelMetricClaimedVerifiedStatus
1View-Batch(DER)Average Incremental Accuracy76.95Unverified
2TCIL-LiteAverage Incremental Accuracy75.47Unverified
3TCILAverage Incremental Accuracy75.11Unverified
4DER(ResNet-18)Average Incremental Accuracy73.98Unverified
5FOSTERAverage Incremental Accuracy70.65Unverified
#ModelMetricClaimedVerifiedStatus
1RMM (ResNet-18)Average Incremental Accuracy78.47Unverified
2DERAverage Incremental Accuracy77.73Unverified
3FOSTERAverage Incremental Accuracy77.54Unverified
4CCIL-SDAverage Incremental Accuracy76.77Unverified
5PODNetAverage Incremental Accuracy73.14Unverified
#ModelMetricClaimedVerifiedStatus
1FOSTERAverage Incremental Accuracy80.22Unverified
2RMM (ResNet-18)Average Incremental Accuracy79.52Unverified
3CCIL-SDAverage Incremental Accuracy79.44Unverified
4PODNetAverage Incremental Accuracy75.82Unverified
5iCaRL*Average Incremental Accuracy65.56Unverified
#ModelMetricClaimedVerifiedStatus
1TCILAverage Incremental Accuracy76.42Unverified
2TCIL-LiteAverage Incremental Accuracy74.95Unverified
3DER (w/o P)Average Incremental Accuracy74.61Unverified
4iCaRLAverage Incremental Accuracy71.33Unverified
#ModelMetricClaimedVerifiedStatus
1PPCA-CLIPFinal Accuracy71.25Unverified
2RMM (ResNet-18)Average Incremental Accuracy67.45Unverified
3PODNetAverage Incremental Accuracy64.13Unverified
4UCIR (NME)*Average Incremental Accuracy59.92Unverified
#ModelMetricClaimedVerifiedStatus
1PPCA-CLIPFinal Accuracy71.25Unverified
2RMM (ResNet-18)Average Incremental Accuracy69.21Unverified
3CCIL-SDAverage Incremental Accuracy68.04Unverified
4PODNetAverage Incremental Accuracy66.95Unverified
#ModelMetricClaimedVerifiedStatus
1RMM (ResNet-18)Average Incremental Accuracy76.54Unverified
2FOSTERAverage Incremental Accuracy69.34Unverified
3PODNetAverage Incremental Accuracy67.28Unverified
#ModelMetricClaimedVerifiedStatus
1PODNetAverage Incremental Accuracy57.98Unverified
2BiCAverage Incremental Accuracy47.09Unverified
#ModelMetricClaimedVerifiedStatus
1PODNetAverage Incremental Accuracy62.08Unverified
2BiCAverage Incremental Accuracy46.49Unverified
#ModelMetricClaimedVerifiedStatus
1FeTrILAverage Incremental Accuracy59.8Unverified
#ModelMetricClaimedVerifiedStatus
1DER(ResNet-18)Average Incremental Accuracy72.05Unverified
#ModelMetricClaimedVerifiedStatus
1FOSTERAverage Incremental Accuracy74.49Unverified
#ModelMetricClaimedVerifiedStatus
1PPCA-CLIPFinal Accuracy35.42Unverified
#ModelMetricClaimedVerifiedStatus
1RMM (ResNet-18)Average Incremental Accuracy63.93Unverified