Adapt Your Teacher: Improving Knowledge Distillation for Exemplar-free Continual Learning Aug 18, 2023 class-incremental learning Class Incremental Learning
Code Code Available Elastic Feature Consolidation for Cold Start Exemplar-Free Incremental Learning Feb 6, 2024 class-incremental learning Class Incremental Learning
Code Code Available Energy-based Latent Aligner for Incremental Learning Mar 28, 2022 class-incremental learning Class Incremental Learning
Code Code Available Enhancing Few-Shot Class-Incremental Learning via Training-Free Bi-Level Modality Calibration Jan 1, 2025 class-incremental learning Class Incremental Learning
Code Code Available Continual evaluation for lifelong learning: Identifying the stability gap May 26, 2022 Continual Learning Incremental Learning
Code Code Available Continual Attentive Fusion for Incremental Learning in Semantic Segmentation Feb 1, 2022 Incremental Learning Semantic Segmentation
Code Code Available A Continual Deepfake Detection Benchmark: Dataset, Methods, and Essentials May 11, 2022 Continual Learning DeepFake Detection
Code Code Available Advancing Cross-domain Discriminability in Continual Learning of Vision-Language Models Jun 27, 2024 Continual Learning 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 FCS: Feature Calibration and Separation for Non-Exemplar Class Incremental Learning Jan 1, 2024 class-incremental learning Class Incremental Learning
Code Code Available FeCAM: Exploiting the Heterogeneity of Class Distributions in Exemplar-Free Continual Learning Sep 25, 2023 class-incremental learning Class Incremental Learning
Code Code Available Federated Class-Incremental Learning Mar 22, 2022 class-incremental learning Class 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 Co-Transport for Class-Incremental Learning Jul 27, 2021 class-incremental learning Class Incremental Learning
Code Code Available Compacting, Picking and Growing for Unforgetting Continual Learning Oct 15, 2019 Age And Gender Classification Continual Learning
Code Code Available CLOSER: Towards Better Representation Learning for Few-Shot Class-Incremental Learning Oct 8, 2024 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 CLIP model is an Efficient Continual Learner Oct 6, 2022 Continual Learning Incremental Learning
Code Code Available 3rd Continual Learning Workshop Challenge on Egocentric Category and Instance Level Object Understanding Dec 13, 2022 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 CL-LoRA: Continual Low-Rank Adaptation for Rehearsal-Free Class-Incremental Learning May 30, 2025 class-incremental learning Class Incremental Learning
Code Code Available Data-Free Class-Incremental Hand Gesture Recognition Jan 1, 2023 class-incremental learning Class Incremental Learning
Code Code Available Adapter Merging with Centroid Prototype Mapping for Scalable Class-Incremental Learning Dec 24, 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 Class-Incremental Learning for Wireless Device Identification in IoT May 8, 2021 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 Class-Incremental Grouping Network for Continual Audio-Visual Learning Sep 11, 2023 audio-visual learning class-incremental learning
Code Code Available AIR: Analytic Imbalance Rectifier for Continual Learning Aug 19, 2024 class-incremental learning Class 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 Learning by Knowledge Distillation with Adaptive Feature Consolidation Apr 2, 2022 class-incremental learning Class Incremental Learning
Code Code Available Class-Incremental Learning with Strong Pre-trained Models Apr 7, 2022 class-incremental learning Class Incremental Learning
Code Code Available Class-incremental Novel Class Discovery Jul 18, 2022 Incremental Learning Knowledge Distillation
Code Code Available Always Be Dreaming: A New Approach for Data-Free Class-Incremental Learning Jun 17, 2021 class-incremental learning Class Incremental Learning
Code Code Available Adaptive Decision Boundary for Few-Shot Class-Incremental Learning Apr 15, 2025 class-incremental learning Class Incremental Learning
Code Code Available Model LEGO: Creating Models Like Disassembling and Assembling Building Blocks Mar 25, 2022 Incremental Learning Knowledge Distillation
Code Code Available CoLeCLIP: Open-Domain Continual Learning via Joint Task Prompt and Vocabulary Learning Mar 15, 2024 class-incremental learning Class Incremental Learning
Code Code Available Constrained Few-shot Class-incremental Learning Mar 30, 2022 class-incremental learning Class 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 CAPrompt: Cyclic Prompt Aggregation for Pre-Trained Model Based Class Incremental Learning Dec 12, 2024 class-incremental learning Class Incremental Learning
Code Code Available A Multi-Head Model for Continual Learning via Out-of-Distribution Replay Aug 20, 2022 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 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 Continual Learning Using a Kernel-Based Method Over Foundation Models Dec 20, 2024 class-incremental learning Class Incremental Learning
Code Code Available Continually Learning Self-Supervised Representations with Projected Functional Regularization Dec 30, 2021 Continual Learning Incremental 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 Learning for Semantic Segmentation Re-Using Neither Old Data Nor Old Labels May 12, 2020 Autonomous Driving class-incremental learning
Code Code Available Deep Policy Gradient Methods Without Batch Updates, Target Networks, or Replay Buffers Nov 22, 2024 Avg Deep Reinforcement Learning
Code Code Available DER: Dynamically Expandable Representation for Class Incremental Learning Mar 31, 2021 class-incremental learning Class Incremental Learning
Code Code Available Distilling Causal Effect of Data in Class-Incremental Learning Mar 2, 2021 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
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