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 251–300 of 1371 papers

TitleStatusHype
Incremental Open-set Domain Adaptation—0
An Enhanced Batch Query Architecture in Real-time RecommendationCode2
Prior-free Balanced Replay: Uncertainty-guided Reservoir Sampling for Long-Tailed Continual Learning—0
Rebalancing Multi-Label Class-Incremental Learning—0
Data-Free Class Incremental Gesture Recognition via Synthetic Feature Sampling—0
ETGuard: Malicious Encrypted Traffic Detection in Blockchain-based Power Grid SystemsCode0
AIR: Analytic Imbalance Rectifier for Continual LearningCode1
Exploiting Fine-Grained Prototype Distribution for Boosting Unsupervised Class Incremental Learning—0
TACOS: Task Agnostic Continual Learning in Spiking Neural Networks—0
Assessing Generalization Capabilities of Malaria Diagnostic Models from Thin Blood Smears—0
An Efficient Replay for Class-Incremental Learning with Pre-trained Models—0
Towards Effective Authorship Attribution: Integrating Class-Incremental LearningCode0
AggSS: An Aggregated Self-Supervised Approach for Class-Incremental Learning—0
Diffusion Model Meets Non-Exemplar Class-Incremental Learning and Beyond—0
SR-CIS: Self-Reflective Incremental System with Decoupled Memory and Reasoning—0
Balanced Residual Distillation Learning for 3D Point Cloud Class-Incremental Semantic Segmentation—0
Multi-Site Class-Incremental Learning with Weighted Experts in EchocardiographyCode0
PIP: Prototypes-Injected Prompt for Federated Class Incremental LearningCode0
FTF-ER: Feature-Topology Fusion-Based Experience Replay Method for Continual Graph LearningCode0
Towards Robust Few-shot Class Incremental Learning in Audio Classification using Contrastive Representation—0
Constructing Enhanced Mutual Information for Online Class-Incremental Learning—0
Taxonomy-Aware Continual Semantic Segmentation in Hyperbolic Spaces for Open-World Perception—0
CP-Prompt: Composition-Based Cross-modal Prompting for Domain-Incremental Continual LearningCode1
Learning at a Glance: Towards Interpretable Data-limited Continual Semantic Segmentation via Semantic-Invariance ModellingCode1
CLIP with Generative Latent Replay: a Strong Baseline for Incremental Learning—0
A Life-long Learning Intrusion Detection System for 6G-Enabled IoV—0
Class-Incremental Learning with CLIP: Adaptive Representation Adjustment and Parameter FusionCode2
Continual Learning for Remote Physiological Measurement: Minimize Forgetting and Simplify InferenceCode0
PASS++: A Dual Bias Reduction Framework for Non-Exemplar Class-Incremental Learning—0
Addressing Imbalance for Class Incremental Learning in Medical Image Classification—0
WiNet: Wavelet-based Incremental Learning for Efficient Medical Image RegistrationCode1
Learning from the Web: Language Drives Weakly-Supervised Incremental Learning for Semantic SegmentationCode0
CroMo-Mixup: Augmenting Cross-Model Representations for Continual Self-Supervised LearningCode0
Beyond Prompt Learning: Continual Adapter for Efficient Rehearsal-Free Continual Learning—0
Overcoming Catastrophic Forgetting in Federated Class-Incremental Learning via Federated Global Twin Generator—0
Background Adaptation with Residual Modeling for Exemplar-Free Class-Incremental Semantic Segmentation—0
iNeMo: Incremental Neural Mesh Models for Robust Class-Incremental LearningCode0
Exemplar-free Continual Representation Learning via Learnable Drift CompensationCode1
CLEO: Continual Learning of Evolving Ontologies—0
TACLE: Task and Class-aware Exemplar-free Semi-supervised Class Incremental LearningCode0
Rethinking Few-shot Class-incremental Learning: Learning from YourselfCode1
Mamba-FSCIL: Dynamic Adaptation with Selective State Space Model for Few-Shot Class-Incremental LearningCode1
MagMax: Leveraging Model Merging for Seamless Continual LearningCode1
OpenCIL: Benchmarking Out-of-Distribution Detection in Class-Incremental LearningCode1
Mind the Interference: Retaining Pre-trained Knowledge in Parameter Efficient Continual Learning of Vision-Language ModelsCode2
Personalized Federated Domain-Incremental Learning based on Adaptive Knowledge Matching—0
Where's That Voice Coming? Continual Learning for Sound Source Localization—0
UCIL: An Unsupervised Class Incremental Learning Approach for Sound Event Detection—0
PECTP: Parameter-Efficient Cross-Task Prompts for Incremental Vision TransformerCode0
TEAL: New Selection Strategy for Small Buffers in Experience Replay Class Incremental LearningCode1
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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