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
FedIL: Federated Incremental Learning from Decentralized Unlabeled Data with Convergence Analysis0
Open-World Object Detection via Discriminative Class Prototype Learning0
On Handling Catastrophic Forgetting for Incremental Learning of Human Physical Activity on the Edge0
What A Situated Language-Using Agent Must be Able to Do: A Top-Down Analysis0
New Insights on Relieving Task-Recency Bias for Online Class Incremental LearningCode0
Deep Anatomical Federated Network (Dafne): An open client-server framework for the continuous, collaborative improvement of deep learning-based medical image segmentationCode1
Semantic Image Segmentation: Two Decades of Research0
SCLIFD:Supervised Contrastive Knowledge Distillation for Incremental Fault Diagnosis under Limited Fault Data0
LipLearner: Customizable Silent Speech Interactions on Mobile DevicesCode1
Class-Incremental Learning: A SurveyCode2
On the Limitation and Experience Replay for GNNs in Continual Learning0
Neural Collapse Inspired Feature-Classifier Alignment for Few-Shot Class Incremental LearningCode1
No One Left Behind: Real-World Federated Class-Incremental LearningCode1
Neural Collapse Inspired Feature-Classifier Alignment for Few-Shot Class-Incremental LearningCode1
Towards Label-Efficient Incremental Learning: A SurveyCode0
TIDo: Source-free Task Incremental Learning in Non-stationary Environments0
Adversarial Learning Networks: Source-free Unsupervised Domain Incremental Learning0
Unbiased and Efficient Self-Supervised Incremental Contrastive LearningCode0
Understanding Incremental Learning of Gradient Descent: A Fine-grained Analysis of Matrix Sensing0
Class-Incremental Learning with RepetitionCode0
Uncertainty-Aware Distillation for Semi-Supervised Few-Shot Class-Incremental LearningCode1
Knowledge Acquisition and Completion for Long-Term Human-Robot Interactions using Knowledge Graph Embedding0
Explain What You See: Open-Ended Segmentation and Recognition of Occluded 3D Objects0
RMM: Reinforced Memory Management for Class-Incremental LearningCode0
Online Class-Incremental Learning For Real-World Food Image ClassificationCode0
Effective Decision Boundary Learning for Class Incremental Learning0
Online Hyperparameter Optimization for Class-Incremental LearningCode1
Continual HyperTransformer: A Meta-Learner for Continual Few-Shot Learning0
Latent Spectral Regularization for Continual LearningCode0
On the challenges to learn from Natural Data Streams0
Architect, Regularize and Replay (ARR): a Flexible Hybrid Approach for Continual Learning0
Dissecting Continual Learning a Structural and Data Analysis0
Space-time Prompting for Video Class-incremental Learning0
Data-Free Class-Incremental Hand Gesture RecognitionCode1
Self-Organizing Pathway Expansion for Non-Exemplar Class-Incremental Learning0
NAPA-VQ: Neighborhood-Aware Prototype Augmentation with Vector Quantization for Continual LearningCode1
Prototype Reminiscence and Augmented Asymmetric Knowledge Aggregation for Non-Exemplar Class-Incremental Learning0
Growing a Brain with Sparsity-Inducing Generation for Continual LearningCode0
Class-incremental Continual Learning for Instance Segmentation with Image-level Weak SupervisionCode1
Towards Realistic Evaluation of Industrial Continual Learning Scenarios with an Emphasis on Energy Consumption and Computational FootprintCode0
CO-Net: Learning Multiple Point Cloud Tasks at Once with A Cohesive Network0
Few-Shot Class-Incremental Learning via Class-Aware Bilateral DistillationCode1
DKT: Diverse Knowledge Transfer Transformer for Class Incremental Learning0
CafeBoost: Causal Feature Boost To Eliminate Task-Induced Bias for Class Incremental Learning0
Poly-PC: A Polyhedral Network for Multiple Point Cloud Tasks at Once0
Endpoints Weight Fusion for Class Incremental Semantic Segmentation0
GKEAL: Gaussian Kernel Embedded Analytic Learning for Few-Shot Class Incremental Task0
Decoupling Learning and Remembering: A Bilevel Memory Framework With Knowledge Projection for Task-Incremental LearningCode0
MDL-NAS: A Joint Multi-Domain Learning Framework for Vision Transformer0
Multi-Centroid Task Descriptor for Dynamic Class Incremental Inference0
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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