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 1–50 of 1371 papers

TitleStatusHype
Catastrophic Forgetting in Deep Learning: A Comprehensive TaxonomyCode4
PIN-SLAM: LiDAR SLAM Using a Point-Based Implicit Neural Representation for Achieving Global Map ConsistencyCode4
MOS: Model Surgery for Pre-Trained Model-Based Class-Incremental LearningCode4
Lifelong Learning of Large Language Model based Agents: A RoadmapCode3
FoundIR: Unleashing Million-scale Training Data to Advance Foundation Models for Image RestorationCode3
From Matching to Generation: A Survey on Generative Information RetrievalCode3
Boosting Continual Learning of Vision-Language Models via Mixture-of-Experts AdaptersCode3
External Knowledge Injection for CLIP-Based Class-Incremental LearningCode2
Queryable Prototype Multiple Instance Learning with Vision-Language Models for Incremental Whole Slide Image ClassificationCode2
A Model or 603 Exemplars: Towards Memory-Efficient Class-Incremental LearningCode2
Pre-trained Vision and Language Transformers Are Few-Shot Incremental LearnersCode2
Class-Incremental Learning with CLIP: Adaptive Representation Adjustment and Parameter FusionCode2
Incremental Sequence Labeling: A Tale of Two ShiftsCode2
YOLO-UniOW: Efficient Universal Open-World Object DetectionCode2
Towards Lifelong Learning of Large Language Models: A SurveyCode2
TransTab: Learning Transferable Tabular Transformers Across TablesCode2
Mind the Interference: Retaining Pre-trained Knowledge in Parameter Efficient Continual Learning of Vision-Language ModelsCode2
Learning without ForgettingCode2
PILOT: A Pre-Trained Model-Based Continual Learning ToolboxCode2
Three scenarios for continual learningCode2
An Enhanced Batch Query Architecture in Real-time RecommendationCode2
Class-incremental Learning for Time Series: Benchmark and EvaluationCode2
Neeko: Leveraging Dynamic LoRA for Efficient Multi-Character Role-Playing AgentCode2
Exploring Orthogonality in Open World Object DetectionCode2
Class-Incremental Learning: A SurveyCode2
Can LLMs Learn New Concepts Incrementally without Forgetting?Code2
Expandable Subspace Ensemble for Pre-Trained Model-Based Class-Incremental LearningCode2
Open World Object Detection: A SurveyCode2
Class-Incremental Learning with Strong Pre-trained ModelsCode1
A Contrastive Distillation Approach for Incremental Semantic Segmentation in Aerial ImagesCode1
Class-incremental Novel Class DiscoveryCode1
A Continual Deepfake Detection Benchmark: Dataset, Methods, and EssentialsCode1
A Broad Ensemble Learning System for Drifting Stream ClassificationCode1
Class-Incremental Learning with Generative ClassifiersCode1
CLIP model is an Efficient Continual LearnerCode1
Class Incremental Learning via Likelihood Ratio Based Task PredictionCode1
A Simple Unified Framework for Detecting Out-of-Distribution Samples and Adversarial AttacksCode1
Class-Incremental Learning for Wireless Device Identification in IoTCode1
A preliminary study on continual learning in computer vision using Kolmogorov-Arnold NetworksCode1
Class-Incremental Learning via Dual AugmentationCode1
Class-Incremental Learning with Cross-Space Clustering and Controlled TransferCode1
CL-LoRA: Continual Low-Rank Adaptation for Rehearsal-Free Class-Incremental LearningCode1
Class-incremental Continual Learning for Instance Segmentation with Image-level Weak SupervisionCode1
Class-Incremental Exemplar Compression for Class-Incremental LearningCode1
Calibrating Higher-Order Statistics for Few-Shot Class-Incremental Learning with Pre-trained Vision TransformersCode1
CAPrompt: Cyclic Prompt Aggregation for Pre-Trained Model Based Class Incremental LearningCode1
A Benchmark for Incremental Micro-expression RecognitionCode1
F-OAL: Forward-only Online Analytic Learning with Fast Training and Low Memory Footprint in Class Incremental LearningCode1
Class-Incremental Grouping Network for Continual Audio-Visual LearningCode1
A Multi-Head Model for Continual Learning via Out-of-Distribution ReplayCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1PPCA-SWSLFinal Accuracy77.07—Unverified
2TCILAverage Incremental Accuracy74.88—Unverified
3TCIL-LiteAverage Incremental Accuracy74.3—Unverified
4DER(Standard ResNet-18)Average Incremental Accuracy72.6—Unverified
5D3FormerAverage Incremental Accuracy72.23—Unverified
6PPCA-CLIPFinal Accuracy69.71—Unverified
7FOSTERAverage Incremental Accuracy69.46—Unverified
8RMM (Modified ResNet-32)Average Incremental Accuracy68.86—Unverified
9DER(Modified Res-32)Average Incremental Accuracy67.6—Unverified
10CCIL-SDAverage Incremental Accuracy67.17—Unverified
#ModelMetricClaimedVerifiedStatus
1TCILAverage Incremental Accuracy73.72—Unverified
2TCIL-LiteAverage Incremental Accuracy73.5—Unverified
3DER(Standard ResNet-18)Average Incremental Accuracy72.45—Unverified
4D3FormerAverage Incremental Accuracy70.94—Unverified
5FOSTERAverage Incremental Accuracy67.95—Unverified
6RMM (Modified ResNet-32)Average Incremental Accuracy67.61—Unverified
7DER(Modified ResNet-32)Average Incremental Accuracy66.36—Unverified
8CCIL-SDAverage Incremental Accuracy65.86—Unverified
9PODNet (CNN)Average Incremental Accuracy63.19—Unverified
10UCIR (CNN)*Average Incremental Accuracy60.18—Unverified
#ModelMetricClaimedVerifiedStatus
1WAAverage Incremental Accuracy Top-591—Unverified
2BiCAverage Incremental Accuracy Top-590.6—Unverified
3E2EAverage Incremental Accuracy Top-589.92—Unverified
4RPSNetAverage Incremental Accuracy Top-587.9—Unverified
5kNN-CLIPAverage Incremental Accuracy85.1—Unverified
6iCaRLAverage Incremental Accuracy Top-583.6—Unverified
7RMM (ResNet-18)Average Incremental Accuracy78.47—Unverified
8FOSTERAverage Incremental Accuracy77.75—Unverified
9TCILAverage Incremental Accuracy77.66—Unverified
10TCIL-LiteAverage Incremental Accuracy77.5—Unverified
#ModelMetricClaimedVerifiedStatus
1View-Batch(TCIL)Average Incremental Accuracy79.23—Unverified
2TCILAverage Incremental Accuracy77.72—Unverified
3TCIL-LiteAverage Incremental Accuracy76.96—Unverified
4DER(w/o P)Average Incremental Accuracy76.8—Unverified
5BiCAverage Incremental Accuracy73.1—Unverified
6WAAverage Incremental Accuracy72.81—Unverified
7iCaRLAverage Incremental Accuracy71.14—Unverified
8RPSNetAverage Incremental Accuracy70.5—Unverified
9PODNetAverage Incremental Accuracy66.7—Unverified
10UCIRAverage Incremental Accuracy62.77—Unverified
#ModelMetricClaimedVerifiedStatus
1kNN-CLIPAverage Incremental Accuracy85.5—Unverified
2BiCAverage Incremental Accuracy Top-584—Unverified
3E2EAverage Incremental Accuracy Top-572.09—Unverified
4DyToxAverage Incremental Accuracy71.29—Unverified
5DER w/o PruningAverage Incremental Accuracy68.84—Unverified
6FOSTERAverage Incremental Accuracy68.34—Unverified
7RMM (ResNet-18)Average Incremental Accuracy67.45—Unverified
8DERAverage Incremental Accuracy66.73—Unverified
9WAAverage Incremental Accuracy65.67—Unverified
10iCaRLAverage Incremental Accuracy38.4—Unverified
#ModelMetricClaimedVerifiedStatus
1View-Batch(DER)Average Incremental Accuracy78.12—Unverified
2TCILAverage Incremental Accuracy77.3—Unverified
3TCIL-LiteAverage Incremental Accuracy76.74—Unverified
4DER(ResNet-18)Average Incremental Accuracy74.64—Unverified
5FOSTERAverage Incremental Accuracy72.9—Unverified
6CoilAverage Incremental Accuracy65.48—Unverified
#ModelMetricClaimedVerifiedStatus
1D3FormerAverage Incremental Accuracy68.68—Unverified
2RMM (Modified ResNet-32)Average Incremental Accuracy66.21—Unverified
3FOSTERAverage Incremental Accuracy63.83—Unverified
4PODNetAverage Incremental Accuracy60.72—Unverified
5BiCAverage Incremental Accuracy48.96—Unverified
#ModelMetricClaimedVerifiedStatus
1View-Batch(DER)Average Incremental Accuracy76.95—Unverified
2TCIL-LiteAverage Incremental Accuracy75.47—Unverified
3TCILAverage Incremental Accuracy75.11—Unverified
4DER(ResNet-18)Average Incremental Accuracy73.98—Unverified
5FOSTERAverage Incremental Accuracy70.65—Unverified
#ModelMetricClaimedVerifiedStatus
1RMM (ResNet-18)Average Incremental Accuracy78.47—Unverified
2DERAverage Incremental Accuracy77.73—Unverified
3FOSTERAverage Incremental Accuracy77.54—Unverified
4CCIL-SDAverage Incremental Accuracy76.77—Unverified
5PODNetAverage Incremental Accuracy73.14—Unverified
#ModelMetricClaimedVerifiedStatus
1FOSTERAverage Incremental Accuracy80.22—Unverified
2RMM (ResNet-18)Average Incremental Accuracy79.52—Unverified
3CCIL-SDAverage Incremental Accuracy79.44—Unverified
4PODNetAverage Incremental Accuracy75.82—Unverified
5iCaRL*Average Incremental Accuracy65.56—Unverified
#ModelMetricClaimedVerifiedStatus
1TCILAverage Incremental Accuracy76.42—Unverified
2TCIL-LiteAverage Incremental Accuracy74.95—Unverified
3DER (w/o P)Average Incremental Accuracy74.61—Unverified
4iCaRLAverage Incremental Accuracy71.33—Unverified
#ModelMetricClaimedVerifiedStatus
1PPCA-CLIPFinal Accuracy71.25—Unverified
2RMM (ResNet-18)Average Incremental Accuracy67.45—Unverified
3PODNetAverage Incremental Accuracy64.13—Unverified
4UCIR (NME)*Average Incremental Accuracy59.92—Unverified
#ModelMetricClaimedVerifiedStatus
1PPCA-CLIPFinal Accuracy71.25—Unverified
2RMM (ResNet-18)Average Incremental Accuracy69.21—Unverified
3CCIL-SDAverage Incremental Accuracy68.04—Unverified
4PODNetAverage Incremental Accuracy66.95—Unverified
#ModelMetricClaimedVerifiedStatus
1RMM (ResNet-18)Average Incremental Accuracy76.54—Unverified
2FOSTERAverage Incremental Accuracy69.34—Unverified
3PODNetAverage Incremental Accuracy67.28—Unverified
#ModelMetricClaimedVerifiedStatus
1PODNetAverage Incremental Accuracy57.98—Unverified
2BiCAverage Incremental Accuracy47.09—Unverified
#ModelMetricClaimedVerifiedStatus
1PODNetAverage Incremental Accuracy62.08—Unverified
2BiCAverage Incremental Accuracy46.49—Unverified
#ModelMetricClaimedVerifiedStatus
1FeTrILAverage Incremental Accuracy59.8—Unverified
#ModelMetricClaimedVerifiedStatus
1DER(ResNet-18)Average Incremental Accuracy72.05—Unverified
#ModelMetricClaimedVerifiedStatus
1FOSTERAverage Incremental Accuracy74.49—Unverified
#ModelMetricClaimedVerifiedStatus
1PPCA-CLIPFinal Accuracy35.42—Unverified
#ModelMetricClaimedVerifiedStatus
1RMM (ResNet-18)Average Incremental Accuracy63.93—Unverified