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 13011350 of 1371 papers

TitleStatusHype
Bayesian Incremental Learning for Deep Neural Networks0
Tree-CNN: A Hierarchical Deep Convolutional Neural Network for Incremental LearningCode0
Riemannian Walk for Incremental Learning: Understanding Forgetting and IntransigenceCode0
Incremental Learning in Deep Convolutional Neural Networks Using Partial Network Sharing0
Unsupervised Multi-Domain Image Translation with Domain-Specific Encoders/Decoders0
FearNet: Brain-Inspired Model for Incremental Learning0
ExprGAN: Facial Expression Editing with Controllable Expression IntensityCode0
Fast Incremental SVDD Learning Algorithm with the Gaussian KernelCode0
Incremental Learning of Object Detectors without Catastrophic ForgettingCode1
Incremental Import Vector Machines for Classifying Hyperspectral Data0
Unsupervised Incremental Learning of Deep Descriptors From Video Streams0
Broad Learning System: An Effective and Efficient Incremental Learning System Without the Need for Deep Architecture0
Incremental Boosting Convolutional Neural Network for Facial Action Unit Recognition0
Deep Learning for Sensor-based Activity Recognition: A SurveyCode0
Robust Visual Tracking Using Oblique Random ForestsCode0
Gradient Episodic Memory for Continual LearningCode0
Dex: Incremental Learning for Complex Environments in Deep Reinforcement LearningCode0
Incremental Learning Through Deep Adaptation0
A Strategy for an Uncompromising Incremental LearnerCode0
Incremental learning of high-level concepts by imitation0
StyleBank: An Explicit Representation for Neural Image Style TransferCode0
Scaffolding Networks: Incremental Learning and Teaching Through Questioning0
Concept Drift Adaptation by Exploiting Historical Knowledge0
Incremental Learning for Robot Perception through HRI0
Scalable and Incremental Learning of Gaussian Mixture Models0
Cost-Effective Active Learning for Deep Image ClassificationCode0
Learning Representations by Stochastic Meta-Gradient Descent in Neural Networks0
A Functional Regression approach to Facial Landmark Tracking0
Human-In-The-Loop Person Re-Identification0
Overcoming catastrophic forgetting in neural networksCode1
Incremental Variational Sparse Gaussian Process Regression0
iCaRL: Incremental Classifier and Representation LearningCode1
Incremental Sequence LearningCode0
CuMF_SGD: Fast and Scalable Matrix FactorizationCode0
Incremental One-Class Models for Data Classification0
A Novel Progressive Multi-label Classifier for Classincremental Data0
Track Facial Points in Unconstrained Videos0
hi-RF: Incremental Learning Random Forest for large-scale multi-class Data Classification0
Cascaded Continuous Regression for Real-time Incremental Face Tracking0
Visual Tracking via Shallow and Deep Collaborative Model0
Incremental Learning for Fully Unsupervised Word Segmentation Using Penalized Likelihood and Model Selection0
\'Evaluation de l'apprentissage incr\'emental par analogie (Incremental Learning From Scratch Using Analogical Reasoning )0
Learning without ForgettingCode2
Online Open World Recognition0
Bias Correction for Regularized Regression and its Application in Learning with Streaming Data0
Expected Similarity Estimation for Large-Scale Batch and Streaming Anomaly DetectionCode0
Reinforcement Control with Hierarchical Backpropagated Adaptive Critics0
Minimizing Human Effort in Interactive Tracking by Incremental Learning of Model Parameters0
TRIC-track: Tracking by Regression With Incrementally Learned Cascades0
PIEFA: Personalized Incremental and Ensemble Face Alignment0
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