A New Learning Paradigm for Stochastic Configuration Network: SCN+ Mar 11, 2022 Incremental Learning
— Unverified Deep Class Incremental Learning from Decentralized Data Mar 11, 2022 class-incremental learning Class Incremental Learning
Code Code Available Lifelong Adaptive Machine Learning for Sensor-based Human Activity Recognition Using Prototypical Networks Mar 11, 2022 Activity Recognition class-incremental learning
— Unverified Clustering and classification of low-dimensional data in explicit feature map domain: intraoperative pixel-wise diagnosis of adenocarcinoma of a colon in a liver Mar 7, 2022 Clustering Incremental Learning
— Unverified Dynamic Template Selection Through Change Detection for Adaptive Siamese Tracking Mar 7, 2022 Change Detection Incremental Learning
— Unverified Learning Incrementally to Segment Multiple Organs in a CT Image Mar 4, 2022 Incremental Learning Organ Segmentation
— Unverified InCloud: Incremental Learning for Point Cloud Place Recognition Mar 2, 2022 Incremental Learning
Code Code Available Dual Embodied-Symbolic Concept Representations for Deep Learning Mar 1, 2022 class-incremental learning Class Incremental Learning
— Unverified HCIL: Hierarchical Class Incremental Learning for Longline Fishing Visual Monitoring Feb 25, 2022 Classification class-incremental learning
— Unverified Multi-Teacher Knowledge Distillation for Incremental Implicitly-Refined Classification Feb 23, 2022 Classification Incremental Learning
— Unverified Diagnosing Batch Normalization in Class Incremental Learning Feb 16, 2022 class-incremental learning Class Incremental Learning
— Unverified Memory Replay with Data Compression for Continual Learning Feb 14, 2022 Autonomous Driving class-incremental learning
Code Code Available Improved Aggregating and Accelerating Training Methods for Spatial Graph Neural Networks on Fraud Detection Feb 14, 2022 Fraud Detection Incremental Learning
— Unverified Incremental Learning of Structured Memory via Closed-Loop Transcription Feb 11, 2022 Incremental Learning
Code Code Available False Memory Formation in Continual Learners Through Imperceptible Backdoor Trigger Feb 9, 2022 Backdoor Attack Continual Learning
— Unverified Self-Paced Imbalance Rectification for Class Incremental Learning Feb 8, 2022 class-incremental learning Class Incremental Learning
— Unverified Exemplar-Based Contrastive Self-Supervised Learning with Few-Shot Class Incremental Learning Feb 5, 2022 class-incremental learning Class Incremental Learning
— Unverified Continual Attentive Fusion for Incremental Learning in Semantic Segmentation Feb 1, 2022 Incremental Learning Semantic Segmentation
Code Code Available A Comparative Study of Calibration Methods for Imbalanced Class Incremental Learning Feb 1, 2022 class-incremental learning Class Incremental Learning
— Unverified Rebalancing Batch Normalization for Exemplar-based Class-Incremental Learning Jan 29, 2022 class-incremental learning Class Incremental Learning
Code Code Available vCLIMB: A Novel Video Class Incremental Learning Benchmark Jan 23, 2022 class-incremental learning Class Incremental Learning
— Unverified Enabling Deep Learning on Edge Devices through Filter Pruning and Knowledge Transfer Jan 22, 2022 image-classification Image Classification
— Unverified Convolutional Cobweb: A Model of Incremental Learning from 2D Images Jan 18, 2022 Incremental Learning
— Unverified Task Formulation Matters When Learning Continuously: A Case Study in Visual Question Answering Jan 16, 2022 Continual Learning Incremental Learning
— Unverified An Incremental Learning Approach to Automatically Recognize Pulmonary Diseases from the Multi-vendor Chest Radiographs Jan 7, 2022 Diagnostic Incremental Learning
— Unverified A Novel Incremental Learning Driven Instance Segmentation Framework to Recognize Highly Cluttered Instances of the Contraband Items Jan 7, 2022 Bayesian Inference Decoder
Code Code Available Adaptive Online Incremental Learning for Evolving Data Streams Jan 5, 2022 Incremental Learning Representation Learning
— Unverified Exemplar-free Class Incremental Learning via Discriminative and Comparable One-class Classifiers Jan 5, 2022 class-incremental learning Class Incremental Learning
Code Code Available Towards Unsupervised Open World Semantic Segmentation Jan 4, 2022 Incremental Learning Segmentation
Code Code Available Sound and Visual Representation Learning with Multiple Pretraining Tasks Jan 4, 2022 Incremental Learning Representation Learning
— Unverified Augmented Geometric Distillation for Data-Free Incremental Person ReID Jan 1, 2022 Incremental Learning Person Re-Identification
— Unverified Bring Evanescent Representations to Life in Lifelong Class Incremental Learning Jan 1, 2022 class-incremental learning Class Incremental Learning
— Unverified MetaFSCIL: A Meta-Learning Approach for Few-Shot Class Incremental Learning Jan 1, 2022 class-incremental learning Class Incremental Learning
— Unverified Few-Shot Incremental Learning for Label-to-Image Translation Jan 1, 2022 Few-Shot Learning Incremental Learning
— Unverified Continually Learning Self-Supervised Representations with Projected Functional Regularization Dec 30, 2021 Continual Learning Incremental Learning
Code Code Available Time-Incremental Learning from Data Using Temporal Logics Dec 28, 2021 Decision Making Incremental Learning
— Unverified Graph Few-shot Class-incremental Learning Dec 23, 2021 class-incremental learning Class Incremental Learning
Code Code Available DILF-EN framework for Class-Incremental Learning Dec 23, 2021 class-incremental learning Class Incremental Learning
— Unverified PyCIL: A Python Toolbox for Class-Incremental Learning Dec 23, 2021 BIG-bench Machine Learning class-incremental learning
— Unverified Continual learning of longitudinal health records Dec 22, 2021 Continual Learning Incremental Learning
Code Code Available Proving Theorems using Incremental Learning and Hindsight Experience Replay Dec 20, 2021 Automated Theorem Proving Incremental Learning
— Unverified Improving the performance of bagging ensembles for data streams through mini-batching Dec 18, 2021 Ensemble Learning Incremental Learning
— Unverified Static-Dynamic Co-Teaching for Class-Incremental 3D Object Detection Dec 14, 2021 3D Object Detection Incremental Learning
— Unverified Improving Vision Transformers for Incremental Learning Dec 12, 2021 class-incremental learning Class Incremental Learning
— Unverified Concept Representation Learning with Contrastive Self-Supervised Learning Dec 10, 2021 class-incremental learning Class Incremental Learning
— Unverified Mimicking the Oracle: An Initial Phase Decorrelation Approach for Class Incremental Learning Dec 9, 2021 class-incremental learning Class Incremental Learning
Code Code Available Specializing Versatile Skill Libraries using Local Mixture of Experts Dec 8, 2021 Incremental Learning Mixture-of-Experts
Code Code Available A Contrastive Distillation Approach for Incremental Semantic Segmentation in Aerial Images Dec 7, 2021 image-classification Image Classification
Code Code Available CLASSIC: Continual and Contrastive Learning of Aspect Sentiment Classification Tasks Dec 5, 2021 Classification Continual Learning
— Unverified Incremental Learning in Semantic Segmentation from Image Labels Dec 3, 2021 Incremental Learning Segmentation
Code Code Available 