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 701750 of 1371 papers

TitleStatusHype
Combining Past, Present and Future: A Self-Supervised Approach for Class Incremental Learning0
A Data-Free Approach to Mitigate Catastrophic Forgetting in Federated Class Incremental Learning for Vision Tasks0
Robust Feature Learning and Global Variance-Driven Classifier Alignment for Long-Tail Class Incremental LearningCode0
Class Incremental Learning with Pre-trained Vision-Language Models0
Constructing Sample-to-Class Graph for Few-Shot Class-Incremental LearningCode0
Look At Me, No Replay! SurpriseNet: Anomaly Detection Inspired Class Incremental LearningCode0
Towards Plastic and Stable Exemplar-Free Incremental Learning: A Dual-Learner Framework with Cumulative Parameter Averaging0
Adaptive Resource Management for Edge Network Slicing using Incremental Multi-Agent Deep Reinforcement Learning0
Minimax Forward and Backward Learning of Evolving Tasks with Performance GuaranteesCode0
Wakening Past Concepts without Past Data: Class-Incremental Learning from Online Placebos0
Estimating Material Properties of Interacting Objects Using Sum-GP-UCB0
Federated Class-Incremental Learning with Prompting0
Incremental Object Detection with CLIP0
Aggregated f-average Neural Network for Interpretable Ensembling0
OpenIncrement: A Unified Framework for Open Set Recognition and Deep Class-Incremental LearningCode0
Hadamard Domain Training with Integers for Class Incremental Quantized Learning0
Class-Incremental Learning Using Generative Experience Replay Based on Time-aware Regularization0
Continual Contrastive Spoken Language Understanding0
COOLer: Class-Incremental Learning for Appearance-Based Multiple Object TrackingCode0
ProtoNER: Few shot Incremental Learning for Named Entity Recognition using Prototypical Networks0
It's all about you: Personalized in-Vehicle Gesture Recognition with a Time-of-Flight Camera0
Elephant Neural Networks: Born to Be a Continual Learner0
A Survey of Incremental Transfer Learning: Combining Peer-to-Peer Federated Learning and Domain Incremental Learning for Multicenter CollaborationCode0
Inherit with Distillation and Evolve with Contrast: Exploring Class Incremental Semantic Segmentation Without Exemplar Memory0
Revisiting Softmax Masking: Stop Gradient for Enhancing Stability in Replay-based Continual Learning0
Multivariate Prototype Representation for Domain-Generalized Incremental Learning0
MM-NeRF: Multimodal-Guided 3D Multi-Style Transfer of Neural Radiance Field0
Clustering-based Domain-Incremental Learning0
RECALL+: Adversarial Web-based Replay for Continual Learning in Semantic Segmentation0
A Study of Data-driven Methods for Adaptive Forecasting of COVID-19 Cases0
Continual Learning with Dirichlet Generative-based Rehearsal0
Adaptive User-centered Neuro-symbolic Learning for Multimodal Interaction with Autonomous Systems0
MultIOD: Rehearsal-free Multihead Incremental Object Detector0
Prompt Learning With Knowledge Memorizing Prototypes For Generalized Few-Shot Intent Detection0
Real-time Learning of Driving Gap Preference for Personalized Adaptive Cruise Control0
Incremental Learning of Humanoid Robot Behavior from Natural Interaction and Large Language Models0
Image-Object-Specific Prompt Learning for Few-Shot Class-Incremental Learning0
Constructive Incremental Learning for Fault Diagnosis of Rolling Bearings with Ensemble Domain Adaptation0
Rotation Augmented Distillation for Exemplar-Free Class Incremental Learning with Detailed Analysis0
GRASP: A Rehearsal Policy for Efficient Online Continual Learning0
Dynamic Residual Classifier for Class Incremental LearningCode0
Category Adaptation Meets Projected Distillation in Generalized Continual Category DiscoveryCode0
Practical Insights on Incremental Learning of New Human Physical Activity on the Edge0
Variational Density Propagation Continual Learning0
Robust Lagrangian and Adversarial Policy Gradient for Robust Constrained Markov Decision ProcessesCode0
An Analysis of Initial Training Strategies for Exemplar-Free Class-Incremental Learning0
Exemplar-Free Continual Transformer with Convolutions0
An Operating Principle of the Cerebral Cortex, and a Cellular Mechanism for Attentional Trial-and-Error Pattern Learning and Useful Classification Extraction0
An Adaptive Approach for Probabilistic Wind Power Forecasting Based on Meta-Learning0
Few-shot Class-incremental Learning for Classification and Object Detection: A Survey0
Show:102550
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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