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 151–200 of 1371 papers

TitleStatusHype
LipLearner: Customizable Silent Speech Interactions on Mobile DevicesCode1
Neural Collapse Inspired Feature-Classifier Alignment for Few-Shot Class Incremental LearningCode1
Neural Collapse Inspired Feature-Classifier Alignment for Few-Shot Class-Incremental LearningCode1
No One Left Behind: Real-World Federated Class-Incremental LearningCode1
Uncertainty-Aware Distillation for Semi-Supervised Few-Shot Class-Incremental LearningCode1
Online Hyperparameter Optimization for Class-Incremental LearningCode1
Few-Shot Class-Incremental Learning via Class-Aware Bilateral DistillationCode1
NAPA-VQ: Neighborhood-Aware Prototype Augmentation with Vector Quantization for Continual LearningCode1
Data-Free Class-Incremental Hand Gesture RecognitionCode1
Class-incremental Continual Learning for Instance Segmentation with Image-level Weak SupervisionCode1
Resolving Task Confusion in Dynamic Expansion Architectures for Class Incremental LearningCode1
Re-basin via implicit Sinkhorn differentiationCode1
3rd Continual Learning Workshop Challenge on Egocentric Category and Instance Level Object UnderstandingCode1
Isolation and Impartial Aggregation: A Paradigm of Incremental Learning without InterferenceCode1
PyTAIL: Interactive and Incremental Learning of NLP Models with Human in the Loop for Online DataCode1
FeTrIL: Feature Translation for Exemplar-Free Class-Incremental LearningCode1
A Theoretical Study on Solving Continual LearningCode1
Streaming Radiance Fields for 3D Video SynthesisCode1
Margin-Based Few-Shot Class-Incremental Learning with Class-Level Overfitting MitigationCode1
CLIP model is an Efficient Continual LearnerCode1
Long-Tailed Class Incremental LearningCode1
On the Soft-Subnetwork for Few-shot Class Incremental LearningCode1
Exploring Domain Incremental Video Highlights Detection with the LiveFood BenchmarkCode1
A Multi-Head Model for Continual Learning via Out-of-Distribution ReplayCode1
On the Limitations of Continual Learning for Malware ClassificationCode1
Class-Incremental Learning with Cross-Space Clustering and Controlled TransferCode1
Few-Shot Class-Incremental Learning from an Open-Set PerspectiveCode1
S-Prompts Learning with Pre-trained Transformers: An Occam's Razor for Domain Incremental LearningCode1
D3Former: Debiased Dual Distilled Transformer for Incremental LearningCode1
Spatial-Temporal Federated Learning for Lifelong Person Re-identification on Distributed EdgesCode1
Class-incremental Novel Class DiscoveryCode1
Open-world Semantic Segmentation for LIDAR Point CloudsCode1
How trial-to-trial learning shapes mappings in the mental lexicon: Modelling Lexical Decision with Linear Discriminative LearningCode1
Multi-Granularity Regularized Re-Balancing for Class Incremental LearningCode1
Rethinking Surgical Instrument Segmentation: A Background Image Can Be All You NeedCode1
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 Continual Deepfake Detection Benchmark: Dataset, Methods, and EssentialsCode1
An Efficient Domain-Incremental Learning Approach to Drive in All Weather ConditionsCode1
Learning to Imagine: Diversify Memory for Incremental Learning using Unlabeled DataCode1
Modeling Missing Annotations for Incremental Learning in Object DetectionCode1
LifeLonger: A Benchmark for Continual Disease ClassificationCode1
FOSTER: Feature Boosting and Compression for Class-Incremental LearningCode1
Class-Incremental Learning with Strong Pre-trained ModelsCode1
Overcoming Catastrophic Forgetting in Incremental Object Detection via Elastic Response DistillationCode1
Class-Incremental Learning by Knowledge Distillation with Adaptive Feature ConsolidationCode1
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
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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