Adapt Your Teacher: Improving Knowledge Distillation for Exemplar-free Continual Learning Aug 18, 2023 class-incremental learning Class Incremental Learning
Code Code Available 5 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 5 A Multi-Head Model for Continual Learning via Out-of-Distribution Replay Aug 20, 2022 class-incremental learning Class Incremental Learning
Code Code Available 5 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
Code Code Available 5 A Broad Ensemble Learning System for Drifting Stream Classification Oct 7, 2021 Classification Ensemble Learning
Code Code Available 5 Class-Incremental Learning via Dual Augmentation Dec 1, 2021 class-incremental learning Class Incremental Learning
Code Code Available 5 A Continual Deepfake Detection Benchmark: Dataset, Methods, and Essentials May 11, 2022 Continual Learning DeepFake Detection
Code Code Available 5 Advancing Cross-domain Discriminability in Continual Learning of Vision-Language Models Jun 27, 2024 Continual Learning Incremental Learning
Code Code Available 5 A Contrastive Distillation Approach for Incremental Semantic Segmentation in Aerial Images Dec 7, 2021 image-classification Image Classification
Code Code Available 5 Deep Policy Gradient Methods Without Batch Updates, Target Networks, or Replay Buffers Nov 22, 2024 Avg Deep Reinforcement Learning
Code Code Available 5 Federated Class-Incremental Learning Mar 22, 2022 class-incremental learning Class Incremental Learning
Code Code Available 5 Class-Incremental Learning with Generative Classifiers Apr 20, 2021 class-incremental learning Class Incremental Learning
Code Code Available 5 DyTox: Transformers for Continual Learning with DYnamic TOken eXpansion Nov 22, 2021 Class Incremental Learning Continual Learning
Code Code Available 5 Continual Prototype Evolution: Learning Online from Non-Stationary Data Streams Sep 2, 2020 class-incremental learning Class Incremental Learning
Code Code Available 5 Calibrating Higher-Order Statistics for Few-Shot Class-Incremental Learning with Pre-trained Vision Transformers Apr 9, 2024 class-incremental learning Class Incremental Learning
Code Code Available 5 Continuous Knowledge-Preserving Decomposition for Few-Shot Continual Learning Jan 9, 2025 class-incremental learning Class Incremental Learning
Code Code Available 5 Continual learning of longitudinal health records Dec 22, 2021 Continual Learning Incremental Learning
Code Code Available 5 Continual Learning: Forget-free Winning Subnetworks for Video Representations Dec 19, 2023 class-incremental learning Class Incremental Learning
Code Code Available 5 Continual Learning Using a Kernel-Based Method Over Foundation Models Dec 20, 2024 class-incremental learning Class Incremental Learning
Code Code Available 5 Co-Transport for Class-Incremental Learning Jul 27, 2021 class-incremental learning Class Incremental Learning
Code Code Available 5 EFC++: Elastic Feature Consolidation with Prototype Re-balancing for Cold Start Exemplar-free Incremental Learning Mar 13, 2025 class-incremental learning Class Incremental Learning
Code Code Available 5 Augmented Box Replay: Overcoming Foreground Shift for Incremental Object Detection Jul 23, 2023 Incremental Learning object-detection
Code Code Available 5 A Theoretical Study on Solving Continual Learning Nov 4, 2022 class-incremental learning Class Incremental Learning
Code Code Available 5 A Survey on Continual Semantic Segmentation: Theory, Challenge, Method and Application Oct 22, 2023 Continual Learning Continual Semantic Segmentation
Code Code Available 5 Audio-Visual Class-Incremental Learning Aug 21, 2023 class-incremental learning Class Incremental Learning
Code Code Available 5 A Unified Approach to Domain Incremental Learning with Memory: Theory and Algorithm Oct 18, 2023 Continual Learning Incremental Learning
Code Code Available 5 Adapter Merging with Centroid Prototype Mapping for Scalable Class-Incremental Learning Dec 24, 2024 class-incremental learning Class Incremental Learning
Code Code Available 5 AIR: Analytic Imbalance Rectifier for Continual Learning Aug 19, 2024 class-incremental learning Class Incremental Learning
Code Code Available 5 3rd Continual Learning Workshop Challenge on Egocentric Category and Instance Level Object Understanding Dec 13, 2022 Continual Learning Incremental Learning
Code Code Available 5 Boosting the Class-Incremental Learning in 3D Point Clouds via Zero-Collection-Cost Basic Shape Pre-Training Apr 11, 2025 3D geometry class-incremental learning
Code Code Available 5 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 5 Constrained Few-shot Class-incremental Learning Mar 30, 2022 class-incremental learning Class Incremental Learning
Code Code Available 5 Always Be Dreaming: A New Approach for Data-Free Class-Incremental Learning Jun 17, 2021 class-incremental learning Class Incremental Learning
Code Code Available 5 Adaptive Decision Boundary for Few-Shot Class-Incremental Learning Apr 15, 2025 class-incremental learning Class Incremental Learning
Code Code Available 5 Brain-inspired replay for continual learning with artificial neural networks Aug 13, 2020 class-incremental learning Class Incremental Learning
Code Code Available 5 Continually Learning Self-Supervised Representations with Projected Functional Regularization Dec 30, 2021 Continual Learning Incremental Learning
Code Code Available 5 Data-Free Class-Incremental Hand Gesture Recognition Jan 1, 2023 class-incremental learning Class Incremental Learning
Code Code Available 5 CAPrompt: Cyclic Prompt Aggregation for Pre-Trained Model Based Class Incremental Learning Dec 12, 2024 class-incremental learning Class Incremental Learning
Code Code Available 5 Continual All-in-One Adverse Weather Removal with Knowledge Replay on a Unified Network Structure Mar 12, 2024 All Continual Learning
Code Code Available 5 A Simple Unified Framework for Detecting Out-of-Distribution Samples and Adversarial Attacks Jul 10, 2018 class-incremental learning Class Incremental Learning
Code Code Available 5 DER: Dynamically Expandable Representation for Class Incremental Learning Mar 31, 2021 class-incremental learning Class Incremental Learning
Code Code Available 5 Compacting, Picking and Growing for Unforgetting Continual Learning Oct 15, 2019 Age And Gender Classification Continual Learning
Code Code Available 5 Rethinking the Distribution Gap of Person Re-identification with Camera-based Batch Normalization Jan 23, 2020 Direct Transfer Person Re-identification Domain Adaptation
Code Code Available 5 Distilling Causal Effect of Data in Class-Incremental Learning Mar 2, 2021 class-incremental learning Class Incremental Learning
Code Code Available 5 Componential Prompt-Knowledge Alignment for Domain Incremental Learning May 7, 2025 Incremental Learning Transfer Learning
Code Code Available 5 Class-Incremental Grouping Network for Continual Audio-Visual Learning Sep 11, 2023 audio-visual learning class-incremental learning
Code Code Available 5 Class-Incremental Exemplar Compression for Class-Incremental Learning Mar 24, 2023 Bilevel Optimization class-incremental learning
Code Code Available 5 Class-incremental Continual Learning for Instance Segmentation with Image-level Weak Supervision Jan 1, 2023 Continual Learning Incremental Learning
Code Code Available 5 Continual Attentive Fusion for Incremental Learning in Semantic Segmentation Feb 1, 2022 Incremental Learning Semantic Segmentation
Code Code Available 5 Continual evaluation for lifelong learning: Identifying the stability gap May 26, 2022 Continual Learning Incremental Learning
Code Code Available 5 