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 10011050 of 1371 papers

TitleStatusHype
TS-ACL: Closed-Form Solution for Time Series-oriented Continual Learning0
TV100: A TV Series Dataset that Pre-Trained CLIP Has Not Seen0
Two-level Graph Network for Few-Shot Class-Incremental Learning0
Two-Level Residual Distillation based Triple Network for Incremental Object Detection0
Two-Timescale Digital Twin Assisted Model Interference and Retraining over Wireless Network0
UAS Visual Navigation in Large and Unseen Environments via a Meta Agent0
UCIL: An Unsupervised Class Incremental Learning Approach for Sound Event Detection0
UIFormer: A Unified Transformer-based Framework for Incremental Few-Shot Object Detection and Instance Segmentation0
Uncertainty-aware Incremental Learning for Multi-organ Segmentation0
Understanding Incremental Learning of Gradient Descent: A Fine-grained Analysis of Matrix Sensing0
Deep incremental learning models for financial temporal tabular datasets with distribution shifts0
Unsupervised Class-Incremental Learning Through Confusion0
Unsupervised Fault Detection in Varying Operating Conditions0
Unsupervised Incremental Learning and Prediction of Music Signals0
Unsupervised Incremental Learning of Deep Descriptors From Video Streams0
Unsupervised Multi-Domain Image Translation with Domain-Specific Encoders/Decoders0
Utilizing Priming to Identify Optimal Class Ordering to Alleviate Catastrophic Forgetting0
Variational Density Propagation Continual Learning0
vCLIMB: A Novel Video Class Incremental Learning Benchmark0
Video Domain Incremental Learning for Human Action Recognition in Home Environments0
Video Transformer for Deepfake Detection with Incremental Learning0
Visual Tracking via Shallow and Deep Collaborative Model0
VLM-PL: Advanced Pseudo Labeling Approach for Class Incremental Object Detection via Vision-Language Model0
Wakening Past Concepts without Past Data: Class-incremental Learning from Placebos0
Wakening Past Concepts without Past Data: Class-Incremental Learning from Online Placebos0
What am I allowed to do here?: Online Learning of Context-Specific Norms by Pepper0
What A Situated Language-Using Agent Must be Able to Do: A Top-Down Analysis0
What Can AutoML Do For Continual Learning?0
When Video Classification Meets Incremental Classes0
Harnessing the Power of Explanations for Incremental Training: A LIME-Based Approach0
XLDA: Linear Discriminant Analysis for Scaling Continual Learning to Extreme Classification at the Edge0
Zero-bias Deep Neural Network for Quickest RF Signal Surveillance0
Label Mapping Neural Networks with Response Consolidation for Class Incremental Learning0
Label Sharing Incremental Learning Framework for Independent Multi-Label Segmentation Tasks0
Language-Inspired Relation Transfer for Few-shot Class-Incremental Learning0
Large Language Models in the Task of Automatic Validation of Text Classifier Predictions0
Latent-Insensitive autoencoders for Anomaly Detection0
Latest Advancements Towards Catastrophic Forgetting under Data Scarcity: A Comprehensive Survey on Few-Shot Class Incremental Learning0
Learnable Distribution Calibration for Few-Shot Class-Incremental Learning0
Learnable Expansion-and-Compression Network for Few-shot Class-Incremental Learning0
Learn by Reasoning: Analogical Weight Generation for Few-Shot Class-Incremental Learning0
Learning a Condensed Frame for Memory-Efficient Video Class-Incremental Learning0
Learning Causal Features for Incremental Object Detection0
Learning Conditional Space-Time Prompt Distributions for Video Class-Incremental Learning0
Learning Incrementally to Segment Multiple Organs in a CT Image0
Learning More Generalized Experts by Merging Experts in Mixture-of-Experts0
Learning New Concepts, Remembering the Old: A Novel Continual Learning0
Learning "O" Helps for Learning More: Handling the Concealed Entity Problem for Class-incremental NER0
Learning Representations by Stochastic Meta-Gradient Descent in Neural Networks0
Consequences of Slow Neural Dynamics for 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