Mitigating Spurious Correlations with Causal Logit Perturbation May 21, 2025 counterfactual Long-tail Learning
— Unverified LIFT+: Lightweight Fine-Tuning for Long-Tail Learning Apr 17, 2025 Data Augmentation Long-tail Learning
Code Code Available Improving Visual Prompt Tuning by Gaussian Neighborhood Minimization for Long-Tailed Visual Recognition Oct 28, 2024 Long-tail Learning Visual Prompt Tuning
Code Code Available Learning from Neighbors: Category Extrapolation for Long-Tail Learning Oct 21, 2024 Long-tail Learning Representation Learning
— Unverified Continuous Contrastive Learning for Long-Tailed Semi-Supervised Recognition Oct 8, 2024 Contrastive Learning Density Estimation
Code Code Available AUCSeg: AUC-oriented Pixel-level Long-tail Semantic Segmentation Sep 30, 2024 Long-tail Learning Semantic Segmentation
Code Code Available Representation Norm Amplification for Out-of-Distribution Detection in Long-Tail Learning Aug 20, 2024 Classification Long-tail Learning
Code Code Available LTRL: Boosting Long-tail Recognition via Reflective Learning Jul 17, 2024 Long-tail Learning
Code Code Available On Characterizing and Mitigating Imbalances in Multi-Instance Partial Label Learning Jul 13, 2024 Long-tail Learning Partial Label Learning
— Unverified Adaptive Parametric Activation Jul 11, 2024 imbalanced classification Instance Segmentation
Code Code Available Enhanced Long-Tailed Recognition with Contrastive CutMix Augmentation Jul 6, 2024 Contrastive Learning Data Augmentation
Code Code Available Harnessing Hierarchical Label Distribution Variations in Test Agnostic Long-tail Recognition May 13, 2024 Diversity Image Classification
Code Code Available Meta-Transfer Derm-Diagnosis: Exploring Few-Shot Learning and Transfer Learning for Skin Disease Classification in Long-Tail Distribution Apr 25, 2024 Data Augmentation Few-Shot Learning
— Unverified Boosting Model Resilience via Implicit Adversarial Data Augmentation Apr 25, 2024 Data Augmentation Long-tail Learning
— Unverified DeiT-LT Distillation Strikes Back for Vision Transformer Training on Long-Tailed Datasets Apr 3, 2024 Image Classification Inductive Bias
Code Code Available Probabilistic Contrastive Learning for Long-Tailed Visual Recognition Mar 11, 2024 Long-tail Learning
Code Code Available SURE: SUrvey REcipes for building reliable and robust deep networks Mar 1, 2024 image-classification Image Classification
Code Code Available EAT: Towards Long-Tailed Out-of-Distribution Detection Dec 14, 2023 Long-tail Learning Out-of-Distribution Detection
Code Code Available Long-Tail Learning with Rebalanced Contrastive Loss Dec 4, 2023 Contrastive Learning Long-tail Learning
— Unverified Data-Centric Long-Tailed Image Recognition Nov 3, 2023 Diversity Long-tail Learning
— Unverified A Unified Generalization Analysis of Re-Weighting and Logit-Adjustment for Imbalanced Learning. paper with code Oct 7, 2023 Long-tail Learning
Code Code Available Long-Tail Learning with Foundation Model: Heavy Fine-Tuning Hurts Sep 18, 2023 Fine-Grained Image Classification Image Classification
Code Code Available MDCS: More Diverse Experts with Consistency Self-distillation for Long-tailed Recognition Aug 19, 2023 Diversity Long-tail Learning
Code Code Available Probability Guided Loss for Long-Tailed Multi-Label Image Classification Jun 26, 2023 Classification image-classification
— Unverified Variance-Covariance Regularization Improves Representation Learning Jun 23, 2023 Long-tail Learning Representation Learning
— Unverified Norm-guided latent space exploration for text-to-image generation Jun 14, 2023 Image Generation Long-tail Learning
Code Code Available On the Effectiveness of Out-of-Distribution Data in Self-Supervised Long-Tail Learning Jun 8, 2023 Long-tail Learning Representation Learning
Code Code Available Data Augmentation for Improving Tail-traffic Robustness in Skill-routing for Dialogue Systems Jun 7, 2023 Data Augmentation Decoder
— Unverified Global and Local Mixture Consistency Cumulative Learning for Long-tailed Visual Recognitions May 15, 2023 Long-tail Learning
Code Code Available LMPT: Prompt Tuning with Class-Specific Embedding Loss for Long-tailed Multi-Label Visual Recognition May 8, 2023 Long-tail Learning
Code Code Available Long-Tailed Recognition by Mutual Information Maximization between Latent Features and Ground-Truth Labels May 2, 2023 Contrastive Learning image-classification
Code Code Available Improving Image Recognition by Retrieving from Web-Scale Image-Text Data Apr 11, 2023 Image Classification Learning with noisy labels
— Unverified Predicting and Enhancing the Fairness of DNNs with the Curvature of Perceptual Manifolds Mar 22, 2023 Classification Fairness
Code Code Available Pseudo Labels Regularization for Imbalanced Partial-Label Learning Mar 6, 2023 Long-tail Learning Partial Label Learning
— Unverified Text Classification in the Wild: a Large-scale Long-tailed Name Normalization Dataset Feb 19, 2023 Long-tail Learning open-set classification
Code Code Available CUDA: Curriculum of Data Augmentation for Long-Tailed Recognition Feb 10, 2023 Data Augmentation Long-tail Learning
Code Code Available Delving Deep into Simplicity Bias for Long-Tailed Image Recognition Feb 7, 2023 Long-tail Learning Self-Supervised Learning
— Unverified Weight-guided class complementing for long-tailed image recognition Feb 3, 2023 Long-tail Learning
— Unverified Revisiting Long-tailed Image Classification: Survey and Benchmarks with New Evaluation Metrics Feb 3, 2023 image-classification Image Classification
— Unverified Learning Prototype Classifiers for Long-Tailed Recognition Feb 1, 2023 Long-tail Learning
Code Code Available Class-Conditional Sharpness-Aware Minimization for Deep Long-Tailed Recognition Jan 1, 2023 Long-tail Learning
Code Code Available Modeling the Distributional Uncertainty for Salient Object Detection Models Jan 1, 2023 Long-tail Learning Object
— Unverified Escaping Saddle Points for Effective Generalization on Class-Imbalanced Data Dec 28, 2022 Long-tail Learning
Code Code Available Learning Imbalanced Data with Vision Transformers Dec 5, 2022 Long-tail Learning
Code Code Available Leveraging Angular Information Between Feature and Classifier for Long-tailed Learning: A Prediction Reformulation Approach Dec 3, 2022 Long-tail Learning
— Unverified Supervised Contrastive Learning on Blended Images for Long-tailed Recognition Nov 22, 2022 Contrastive Learning Data Augmentation
— Unverified SAFA: Sample-Adaptive Feature Augmentation for Long-Tailed Image Classification Nov 6, 2022 image-classification Image Classification
— Unverified LPT: Long-tailed Prompt Tuning for Image Classification Oct 3, 2022 Classification image-classification
Code Code Available Generalized Parametric Contrastive Learning Sep 26, 2022 Contrastive Learning Domain Generalization
Code Code Available A Continual Development Methodology for Large-scale Multitask Dynamic ML Systems Sep 15, 2022 Domain Generalization Fine-Grained Image Classification
Code Code Available 