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
SATHUR: Self Augmenting Task Hallucinal Unified Representation for Generalized Class Incremental Learning0
Scaffolding Networks: Incremental Learning and Teaching Through Questioning0
ScaIL: Classifier Weights Scaling for Class Incremental Learning0
Scalable and Incremental Learning of Gaussian Mixture Models0
Scene Coordinate Reconstruction: Posing of Image Collections via Incremental Learning of a Relocalizer0
SCLIFD:Supervised Contrastive Knowledge Distillation for Incremental Fault Diagnosis under Limited Fault Data0
Sculpting [CLS] Features for Pre-Trained Model-Based Class-Incremental Learning0
SDDGR: Stable Diffusion-based Deep Generative Replay for Class Incremental Object Detection0
SEAL: Searching Expandable Architectures for Incremental Learning0
SEC-Prompt:SEmantic Complementary Prompting for Few-Shot Class-Incremental Learning0
Self-distilled Knowledge Delegator for Exemplar-free Class Incremental Learning0
Self-Organizing Pathway Expansion for Non-Exemplar Class-Incremental Learning0
Self-Paced Imbalance Rectification for Class Incremental Learning0
Self-Supervised Class Incremental Learning0
Self-Supervised Learning Aided Class-Incremental Lifelong Learning0
Self-Training for Class-Incremental Semantic Segmentation0
Semantic-aware Knowledge Distillation for Few-Shot Class-Incremental Learning0
Semantic Image Segmentation: Two Decades of Research0
Semantic-visual Guided Transformer for Few-shot Class-incremental Learning0
Semi-parametric Memory Consolidation: Towards Brain-like Deep Continual Learning0
Sequential Targeting: an incremental learning approach for data imbalance in text classification0
SetKE: Knowledge Editing for Knowledge Elements Overlap0
Should Code Models Learn Pedagogically? A Preliminary Evaluation of Curriculum Learning for Real-World Software Engineering Tasks0
SID: Incremental Learning for Anchor-Free Object Detection via Selective and Inter-Related Distillation0
Similarity-based context aware continual learning for spiking neural networks0
Single image calibration using knowledge distillation approaches0
Singular Value Fine-tuning for Few-Shot Class-Incremental Learning0
Sliced Cramer Synaptic Consolidation for Preserving Deeply Learned Representations0
Slightly Shift New Classes to Remember Old Classes for Video Class-Incremental Learning0
S-LoRA: Scalable Low-Rank Adaptation for Class Incremental Learning0
Slowing Down Forgetting in Continual Learning0
Soft Confusion Matrix Classifier for Stream Classification0
Soft Gradient Boosting Machine0
Sound and Visual Representation Learning with Multiple Pretraining Tasks0
Space-time Prompting for Video Class-incremental Learning0
Sparse Meta Networks for Sequential Adaptation and its Application to Adaptive Language Modelling0
SPF-Portrait: Towards Pure Portrait Customization with Semantic Pollution-Free Fine-tuning0
SRIL: Selective Regularization for Class-Incremental Learning0
Static-Dynamic Co-Teaching for Class-Incremental 3D Object Detection0
StPR: Spatiotemporal Preservation and Routing for Exemplar-Free Video Class-Incremental Learning0
Strategic Base Representation Learning via Feature Augmentations for Few-Shot Class Incremental Learning0
Striking a Balance Between Stability and Plasticity for Class-Incremental Learning0
Structure Aware Incremental Learning with Personalized Imitation Weights for Recommender Systems0
Sup3r: A Semi-Supervised Algorithm for increasing Sparsity, Stability, and Separability in Hierarchy Of Time-Surfaces architectures0
Supervised Deep Hashing for High-dimensional and Heterogeneous Case-based Reasoning0
SURFNet: Super-resolution of Turbulent Flows with Transfer Learning using Small Datasets0
SurgIRL: Towards Life-Long Learning for Surgical Automation by Incremental Reinforcement Learning0
Susceptibility of Continual Learning Against Adversarial Attacks0
Synthesized Feature Based Few-Shot Class-Incremental Learning on a Mixture of Subspaces0
Tackling Dynamics in Federated Incremental Learning with Variational Embedding Rehearsal0
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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