An Efficient Domain-Incremental Learning Approach to Drive in All Weather Conditions Apr 19, 2022 All Autonomous Driving
Code Code Available MetaGCD: Learning to Continually Learn in Generalized Category Discovery Aug 21, 2023 Incremental Learning Meta-Learning
Code Code Available CAPrompt: Cyclic Prompt Aggregation for Pre-Trained Model Based Class Incremental Learning Dec 12, 2024 class-incremental learning Class Incremental Learning
Code Code Available Mnemonics Training: Multi-Class Incremental Learning without Forgetting Feb 24, 2020 class-incremental learning Class Incremental Learning
Code Code Available Class-Incremental Learning with Generative Classifiers Apr 20, 2021 class-incremental learning Class Incremental Learning
Code Code Available More Classifiers, Less Forgetting: A Generic Multi-classifier Paradigm for Incremental Learning Aug 1, 2020 Incremental Learning
Code Code Available Continually Learning Self-Supervised Representations with Projected Functional Regularization Dec 30, 2021 Continual Learning Incremental Learning
Code Code Available Data-Free Class-Incremental Hand Gesture Recognition Jan 1, 2023 class-incremental learning Class Incremental Learning
Code Code Available Componential Prompt-Knowledge Alignment for Domain Incremental Learning May 7, 2025 Incremental Learning Transfer Learning
Code Code Available Constrained Few-shot Class-incremental Learning Mar 30, 2022 class-incremental learning Class Incremental Learning
Code Code Available Continual Learning for LiDAR Semantic Segmentation: Class-Incremental and Coarse-to-Fine strategies on Sparse Data Apr 8, 2023 class-incremental learning Class Incremental Learning
Code Code Available Navigating Semantic Drift in Task-Agnostic Class-Incremental Learning Feb 11, 2025 class-incremental learning Class Incremental Learning
Code Code Available Continual Learning: Forget-free Winning Subnetworks for Video Representations Dec 19, 2023 class-incremental learning Class Incremental Learning
Code Code Available Neural Architecture Search of Deep Priors: Towards Continual Learning without Catastrophic Interference Apr 14, 2021 Continual Learning General Classification
Code Code Available NICE: Neurogenesis Inspired Contextual Encoding for Replay-free Class Incremental Learning Jan 1, 2024 class-incremental learning Class Incremental Learning
Code Code Available No One Left Behind: Real-World Federated Class-Incremental Learning Feb 2, 2023 class-incremental learning Class Incremental Learning
Code Code Available NTK-Guided Few-Shot Class Incremental Learning Mar 19, 2024 class-incremental learning Class Incremental Learning
Code Code Available Object Detectors in the Open Environment: Challenges, Solutions, and Outlook Mar 24, 2024 Incremental Learning Object
Code Code Available Online Class Incremental Learning on Stochastic Blurry Task Boundary via Mask and Visual Prompt Tuning Aug 18, 2023 class-incremental learning Class Incremental Learning
Code Code Available Online Continual Learning For Interactive Instruction Following Agents Mar 12, 2024 Continual Learning Incremental Learning
Code Code Available An experimental evaluation of Deep Reinforcement Learning algorithms for HVAC control Jan 11, 2024 Deep Reinforcement Learning Incremental Learning
Code Code Available On the Exploration of Incremental Learning for Fine-grained Image Retrieval Oct 15, 2020 Image Retrieval Incremental Learning
Code Code Available Continual learning of longitudinal health records Dec 22, 2021 Continual Learning Incremental Learning
Code Code Available Continual All-in-One Adverse Weather Removal with Knowledge Replay on a Unified Network Structure Mar 12, 2024 All Continual Learning
Code Code Available Class-incremental Continual Learning for Instance Segmentation with Image-level Weak Supervision Jan 1, 2023 Continual Learning Incremental Learning
Code Code Available Class-Incremental Exemplar Compression for Class-Incremental Learning Mar 24, 2023 Bilevel Optimization class-incremental learning
Code Code Available Class-Incremental Grouping Network for Continual Audio-Visual Learning Sep 11, 2023 audio-visual learning class-incremental learning
Code Code Available Overcoming Catastrophic Forgetting in Incremental Few-Shot Learning by Finding Flat Minima Oct 30, 2021 Few-Shot Class-Incremental Learning Few-Shot Learning
Code Code Available Class-Incremental Learning by Knowledge Distillation with Adaptive Feature Consolidation Apr 2, 2022 class-incremental learning Class Incremental Learning
Code Code Available Overcoming catastrophic forgetting in neural networks Dec 2, 2016 Atari Games class-incremental learning
Code Code Available CP-Prompt: Composition-Based Cross-modal Prompting for Domain-Incremental Continual Learning Jul 22, 2024 Continual Learning Incremental Learning
Code Code Available A preliminary study on continual learning in computer vision using Kolmogorov-Arnold Networks Sep 20, 2024 class-incremental learning Class Incremental Learning
Code Code Available A Continual Deepfake Detection Benchmark: Dataset, Methods, and Essentials May 11, 2022 Continual Learning DeepFake Detection
Code Code Available Class-Incremental Learning for Semantic Segmentation Re-Using Neither Old Data Nor Old Labels May 12, 2020 Autonomous Driving class-incremental learning
Code Code Available Advancing Cross-domain Discriminability in Continual Learning of Vision-Language Models Jun 27, 2024 Continual Learning Incremental Learning
Code Code Available Continual Learning Based on OOD Detection and Task Masking Mar 17, 2022 class-incremental learning Class Incremental Learning
Code Code Available Proposal-Level Unsupervised Domain Adaptation for Open World Unbiased Detector Nov 4, 2023 Domain Adaptation Incremental Learning
Code Code Available Class-Incremental Learning for Wireless Device Identification in IoT May 8, 2021 class-incremental learning Class Incremental Learning
Code Code Available A Contrastive Distillation Approach for Incremental Semantic Segmentation in Aerial Images Dec 7, 2021 image-classification Image Classification
Code Code Available R-DFCIL: Relation-Guided Representation Learning for Data-Free Class Incremental Learning Mar 24, 2022 class-incremental learning Class Incremental Learning
Code Code Available Reducing Class-wise Confusion for Incremental Learning with Disentangled Manifolds Mar 22, 2025 class-incremental learning Class Incremental Learning
Code Code Available Reinforcement Learning-based Dialogue Guided Event Extraction to Exploit Argument Relations Jun 23, 2021 Event Extraction Incremental Learning
Code Code Available Continual Attentive Fusion for Incremental Learning in Semantic Segmentation Feb 1, 2022 Incremental Learning Semantic Segmentation
Code Code Available Replay-and-Forget-Free Graph Class-Incremental Learning: A Task Profiling and Prompting Approach Oct 14, 2024 class-incremental learning Class Incremental Learning
Code Code Available Class-Incremental Learning via Dual Augmentation Dec 1, 2021 class-incremental learning Class Incremental Learning
Code Code Available F-OAL: Forward-only Online Analytic Learning with Fast Training and Low Memory Footprint in Class Incremental Learning Mar 23, 2024 class-incremental learning Class Incremental Learning
Code Code Available Class Incremental Learning via Likelihood Ratio Based Task Prediction Sep 26, 2023 class-incremental learning Class Incremental Learning
Code Code Available Continual Learning Using a Kernel-Based Method Over Foundation Models Dec 20, 2024 class-incremental learning Class Incremental Learning
Code Code Available Class-Incremental Learning with Cross-Space Clustering and Controlled Transfer Aug 7, 2022 class-incremental learning Class Incremental Learning
Code Code Available Deep Anatomical Federated Network (Dafne): An open client-server framework for the continuous, collaborative improvement of deep learning-based medical image segmentation Feb 13, 2023 Diagnostic Image Segmentation
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