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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 851900 of 1371 papers

TitleStatusHype
Few-shot Class-incremental Learning for 3D Point Cloud ObjectsCode1
Geometer: Graph Few-Shot Class-Incremental Learning via Prototype RepresentationCode1
Continual evaluation for lifelong learning: Identifying the stability gapCode1
A Model or 603 Exemplars: Towards Memory-Efficient Class-Incremental LearningCode2
TAILOR: Teaching with Active and Incremental Learning for Object Registration0
Rethinking Task-Incremental Learning Baselines0
Self-distilled Knowledge Delegator for Exemplar-free Class Incremental Learning0
Bypassing Logits Bias in Online Class-Incremental Learning with a Generative Framework0
TransTab: Learning Transferable Tabular Transformers Across TablesCode2
Incremental Learning with Differentiable Architecture and Forgetting Search0
Efficient Learning of Interpretable Classification Rules0
A Continual Deepfake Detection Benchmark: Dataset, Methods, and EssentialsCode1
Generalized Knowledge Distillation via Relationship MatchingCode0
Weakly Supervised Word Segmentation for Computational Language DocumentationCode0
Incremental Intent Detection for Medical Domain with Contrast Replay Networks0
Few-Shot Class-Incremental Learning for Named Entity Recognition0
Continual Learning with Bayesian Model based on a Fixed Pre-trained Feature Extractor0
Improving Feature Generalizability with Multitask Learning in Class Incremental Learning0
AU-NN: ANFIS Unit Neural NetworkCode0
An Efficient Domain-Incremental Learning Approach to Drive in All Weather ConditionsCode1
Modeling Missing Annotations for Incremental Learning in Object DetectionCode1
Learning to Imagine: Diversify Memory for Incremental Learning using Unlabeled DataCode1
Towards Open-Set Object Detection and Discovery0
LifeLonger: A Benchmark for Continual Disease ClassificationCode1
Energy-Sensitive Trajectory Design and Restoration Areas Allocation for UAV-Enabled Grassland Restoration0
FOSTER: Feature Boosting and Compression for Class-Incremental LearningCode1
General Incremental Learning with Domain-aware Categorical Representations0
Efficient tracking of team sport players with few game-specific annotations0
Class-Incremental Learning with Strong Pre-trained ModelsCode1
Incremental Prototype Tuning for Class Incremental Learning0
CGC: Contrastive Graph Clustering for Community Detection and TrackingCode0
Overcoming Catastrophic Forgetting in Incremental Object Detection via Elastic Response DistillationCode1
Revisiting a kNN-based Image Classification System with High-capacity Storage0
Class-Incremental Learning by Knowledge Distillation with Adaptive Feature ConsolidationCode1
On the Adaptation to Concept Drift for CTR Prediction0
Few-Shot Class-Incremental Learning by Sampling Multi-Phase TasksCode1
Constrained Few-shot Class-incremental LearningCode1
Rainbow Keywords: Efficient Incremental Learning for Online Spoken Keyword SpottingCode1
Energy-based Latent Aligner for Incremental LearningCode1
Doodle It Yourself: Class Incremental Learning by Drawing a Few Sketches0
Uncertainty-aware Contrastive Distillation for Incremental Semantic SegmentationCode1
Model LEGO: Creating Models Like Disassembling and Assembling Building BlocksCode1
Class-Incremental Learning for Action Recognition in Videos0
Tackling Online One-Class Incremental Learning by Removing Negative Contrasts0
R-DFCIL: Relation-Guided Representation Learning for Data-Free Class Incremental LearningCode1
Federated Class-Incremental LearningCode1
A Closer Look at Knowledge Distillation with Features, Logits, and Gradients0
Continual Learning Based on OOD Detection and Task MaskingCode1
Forward Compatible Few-Shot Class-Incremental LearningCode1
Self-Sustaining Representation Expansion for Non-Exemplar Class-Incremental LearningCode1
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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