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 9511000 of 1371 papers

TitleStatusHype
Bayesian Incremental Learning for Deep Neural Networks0
Bayesian Learning-driven Prototypical Contrastive Loss for Class-Incremental Learning0
Incremental Bayesian tensor learning for structural monitoring data imputation and response forecasting0
Beyond CLIP Generalization: Against Forward&Backward Forgetting Adapter for Continual Learning of Vision-Language Models0
Beyond Prompt Learning: Continual Adapter for Efficient Rehearsal-Free Continual Learning0
Beyond Social Media Analytics: Understanding Human Behaviour and Deep Emotion using Self Structuring Incremental Machine Learning0
Beyond Supervised Continual Learning: a Review0
Bias Correction for Regularized Regression and its Application in Learning with Streaming Data0
Bias Mitigating Few-Shot Class-Incremental Learning0
Biologically inspired sleep algorithm for artificial neural networks0
Boosting Deep Open World Recognition by Clustering0
Brain-inspired analogical mixture prototypes for few-shot class-incremental learning0
Brain-Inspired Continual Learning-Robust Feature Distillation and Re-Consolidation for Class Incremental Learning0
Brain-inspired continual pre-trained learner via silent synaptic consolidation0
Brain-inspired feature exaggeration in generative replay for continual learning0
Breaking Fine-Grained Classification Barriers with Cost-Free Data in Few-Shot Class-Incremental Learning0
Bring Evanescent Representations to Life in Lifelong Class Incremental Learning0
Broad Learning System: An Effective and Efficient Incremental Learning System Without the Need for Deep Architecture0
Broad Learning System Based on Maximum Correntropy Criterion0
Broad Learning System with Takagi-Sugeno Fuzzy Subsystem for Tobacco Origin Identification based on Near Infrared Spectroscopy0
BSDP: Brain-inspired Streaming Dual-level Perturbations for Online Open World Object Detection0
Buffer-free Class-Incremental Learning with Out-of-Distribution Detection0
Bypassing Logits Bias in Online Class-Incremental Learning with a Generative Framework0
CafeBoost: Causal Feature Boost To Eliminate Task-Induced Bias for Class Incremental Learning0
CALA: A Class-Aware Logit Adapter for Few-Shot Class-Incremental Learning0
CA-MoE: Channel-Adapted MoE for Incremental Weather Forecasting0
Capturing Aerodynamic Characteristics of ATTAS Aircraft with Evolving Intelligent System0
Cascaded Continuous Regression for Real-time Incremental Face Tracking0
Causal Interventions-based Few-Shot Named Entity Recognition0
Causes of Catastrophic Forgetting in Class-Incremental Semantic Segmentation0
CEAT: Continual Expansion and Absorption Transformer for Non-Exemplar Class-Incremental Learning0
Center-Sensitive Kernel Optimization for Efficient On-Device Incremental Learning0
CF-NeRF: Camera Parameter Free Neural Radiance Fields with Incremental Learning0
ClaRe: Practical Class Incremental Learning By Remembering Previous Class Representations0
CLASSIC: Continual and Contrastive Learning of Aspect Sentiment Classification Tasks0
Class-Incremental Learning for Action Recognition in Videos0
Class-Incremental Learning for Honey Botanical Origin Classification with Hyperspectral Images: A Study with Continual Backpropagation0
Class-Incremental Learning for Multi-Label Audio Classification0
Class-Incremental Learning for Sound Event Localization and Detection0
Class incremental learning for video action classification0
Class-Incremental Learning of Plant and Disease Detection: Growing Branches with Knowledge Distillation0
Class-incremental learning: survey and performance evaluation on image classification0
Class-incremental Learning using a Sequence of Partial Implicitly Regularized Classifiers0
Class-Incremental Learning using Diffusion Model for Distillation and Replay0
Class-Incremental Learning Using Generative Experience Replay Based on Time-aware Regularization0
Class Incremental Learning with Pre-trained Vision-Language Models0
Class Incremental Learning with Self-Supervised Pre-Training and Prototype Learning0
Class Incremental Learning with Task-Specific Batch Normalization and Out-of-Distribution Detection0
Class Incremental Online Streaming Learning0
Class-Independent Increment: An Efficient Approach for Multi-label Class-Incremental Learning0
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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