Difficulty-Net: Learning to Predict Difficulty for Long-Tailed Recognition Sep 7, 2022 Long-tail Learning Meta-Learning
Code Code Available Long-Tailed Classification of Thorax Diseases on Chest X-Ray: A New Benchmark Study Aug 29, 2022 Classification image-classification
Code Code Available Invariant Feature Learning for Generalized Long-Tailed Classification Jul 19, 2022 Attribute Classification
Code Code Available Balanced Contrastive Learning for Long-Tailed Visual Recognition Jul 19, 2022 Contrastive Learning Image Classification
Code Code Available Bag of Tricks for Long-Tail Visual Recognition of Animal Species in Camera-Trap Images Jun 24, 2022 Classification Long-tail Learning
Code Code Available Maximum Class Separation as Inductive Bias in One Matrix Jun 17, 2022 Inductive Bias Long-tail Learning
Code Code Available Balanced Product of Calibrated Experts for Long-Tailed Recognition Jun 10, 2022 Long-tail Learning Long-tail Learning on CIFAR-10-LT (ρ=100)
Code Code Available Long-tailed Recognition by Learning from Latent Categories Jun 2, 2022 Data Augmentation Diversity
— Unverified FEDIC: Federated Learning on Non-IID and Long-Tailed Data via Calibrated Distillation Apr 30, 2022 Federated Learning Long-tail Learning
Code Code Available ELM: Embedding and Logit Margins for Long-Tail Learning Apr 27, 2022 Contrastive Learning Long-tail Learning
— Unverified Nested Collaborative Learning for Long-Tailed Visual Recognition Mar 29, 2022 Image Classification Long-tail Learning
Code Code Available Long-Tailed Recognition via Weight Balancing Mar 27, 2022 Classification Long-tail Learning
Code Code Available Visual Prompt Tuning Mar 23, 2022 Image Classification Long-tail Learning
Code Code Available Rebalanced Siamese Contrastive Mining for Long-Tailed Recognition Mar 22, 2022 Contrastive Learning Long-tail Learning
Code Code Available Do Deep Networks Transfer Invariances Across Classes? Mar 18, 2022 image-classification Image Classification
Code Code Available Inducing Neural Collapse in Imbalanced Learning: Do We Really Need a Learnable Classifier at the End of Deep Neural Network? Mar 17, 2022 Classification Image Classification
Code Code Available BatchFormer: Learning to Explore Sample Relationships for Robust Representation Learning Mar 3, 2022 Compositional Zero-Shot Learning Contrastive Learning
Code Code Available Long-Tailed Classification with Gradual Balanced Loss and Adaptive Feature Generation Feb 28, 2022 Long-tail Learning
— Unverified Retrieval Augmented Classification for Long-Tail Visual Recognition Feb 22, 2022 Classification image-classification
— Unverified Balancing Domain Experts for Long-Tailed Camera-Trap Recognition Feb 15, 2022 Long-tail Learning Optical Flow Estimation
— Unverified A Simple Episodic Linear Probe Improves Visual Recognition in the Wild Jan 1, 2022 Fine-Grained Image Classification Image Classification
Code Code Available Pure Noise to the Rescue of Insufficient Data: Improving Imbalanced Classification by Training on Random Noise Images Dec 16, 2021 Data Augmentation image-classification
Code Code Available Imagine by Reasoning: A Reasoning-Based Implicit Semantic Data Augmentation for Long-Tailed Classification Dec 15, 2021 Data Augmentation Diversity
Code Code Available The Majority Can Help The Minority: Context-rich Minority Oversampling for Long-tailed Classification Dec 1, 2021 Image Classification Long-tail Learning
Code Code Available A Simple Long-Tailed Recognition Baseline via Vision-Language Model Nov 29, 2021 Contrastive Learning Language Modeling
Code Code Available Targeted Supervised Contrastive Learning for Long-Tailed Recognition Nov 27, 2021 Contrastive Learning Long-tail Learning
Code Code Available VL-LTR: Learning Class-wise Visual-Linguistic Representation for Long-Tailed Visual Recognition Nov 26, 2021 Image Classification Long-tail Learning
Code Code Available Trustworthy Long-Tailed Classification Nov 17, 2021 Classification Long-tail Learning
Code Code Available Feature Generation for Long-tail Classification Nov 10, 2021 Classification Few-Shot Learning
Code Code Available Towards Calibrated Model for Long-Tailed Visual Recognition from Prior Perspective Nov 6, 2021 Data Augmentation Long-tail Learning
Code Code Available Improving Tail-Class Representation with Centroid Contrastive Learning Oct 19, 2021 Contrastive Learning image-classification
— Unverified Self-supervised Learning is More Robust to Dataset Imbalance Oct 11, 2021 Long-tail Learning Self-Supervised Learning
Code Code Available Influence-Balanced Loss for Imbalanced Visual Classification Oct 6, 2021 Classification Long-tail Learning
Code Code Available Optimal Transport for Long-Tailed Recognition with Learnable Cost Matrix Sep 29, 2021 Long-tail Learning
— Unverified Fairness-aware Class Imbalanced Learning Sep 21, 2021 Fairness Long-tail Learning
— Unverified Self Supervision to Distillation for Long-Tailed Visual Recognition Sep 9, 2021 Long-tail Learning
Code Code Available ACE: Ally Complementary Experts for Solving Long-Tailed Recognition in One-Shot Aug 5, 2021 Long-tail Learning
Code Code Available Parametric Contrastive Learning Jul 26, 2021 Contrastive Learning Image Classification
Code Code Available Self-Supervised Aggregation of Diverse Experts for Test-Agnostic Long-Tailed Recognition Jul 20, 2021 Image Classification Long-tail Learning
Code Code Available Long-Tailed Multi-Label Visual Recognition by Collaborative Training on Uniform and Re-Balanced Samplings Jun 19, 2021 Long-tail Learning
— Unverified RSG: A Simple but Effective Module for Learning Imbalanced Datasets Jun 18, 2021 Long-tail Learning
Code Code Available Class-Balanced Distillation for Long-Tailed Visual Recognition Apr 12, 2021 Image Classification Knowledge Distillation
Code Code Available Distributional Robustness Loss for Long-tail Learning Apr 7, 2021 Long-tail Learning
— Unverified Improving Calibration for Long-Tailed Recognition Apr 1, 2021 Long-tail Learning Representation Learning
Code Code Available Distribution Alignment: A Unified Framework for Long-tail Visual Recognition Mar 30, 2021 General Classification image-classification
Code Code Available Distilling Virtual Examples for Long-tailed Recognition Mar 28, 2021 Knowledge Distillation Long-tail Learning
Code Code Available Contrastive Learning based Hybrid Networks for Long-Tailed Image Classification Mar 26, 2021 Classification Contrastive Learning
— Unverified MetaSAug: Meta Semantic Augmentation for Long-Tailed Visual Recognition Mar 23, 2021 Data Augmentation Image Classification
Code Code Available Learning Transferable Visual Models From Natural Language Supervision Feb 26, 2021 Action Recognition Benchmarking
Code Code Available ResLT: Residual Learning for Long-tailed Recognition Jan 26, 2021 Long-tail Learning
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