"class imbalance" Papers

13 papers found

DyCON: Dynamic Uncertainty-aware Consistency and Contrastive Learning for Semi-supervised Medical Image Segmentation

Maregu Assefa, Muzammal Naseer, IYYAKUTTI IYAPPAN GANAPATHI et al.

CVPR 2025posterarXiv:2504.04566
6
citations

Sample-Efficient Multi-Round Generative Data Augmentation for Long-Tail Instance Segmentation

Byunghyun Kim, Minyoung Bae, Jae-Gil Lee

NeurIPS 2025poster

BaCon: Boosting Imbalanced Semi-supervised Learning via Balanced Feature-Level Contrastive Learning

Qianhan Feng, Lujing Xie, Shijie Fang et al.

AAAI 2024paperarXiv:2403.12986
15
citations

Class-Imbalanced Graph Learning without Class Rebalancing

Zhining Liu, Ruizhong Qiu, Zhichen Zeng et al.

ICML 2024poster

CurBench: Curriculum Learning Benchmark

Yuwei Zhou, Zirui Pan, Xin Wang et al.

ICML 2024poster

Feature Fusion from Head to Tail for Long-Tailed Visual Recognition

Mengke Li, Zhikai HU, Yang Lu et al.

AAAI 2024paperarXiv:2306.06963
48
citations

Long-Tail Learning with Foundation Model: Heavy Fine-Tuning Hurts

Jiang-Xin Shi, Tong Wei, Zhi Zhou et al.

ICML 2024poster

Out-of-Distribution Detection in Long-Tailed Recognition with Calibrated Outlier Class Learning

Wenjun Miao, Guansong Pang, Xiao Bai et al.

AAAI 2024paperarXiv:2312.10686
25
citations

Restoring balance: principled under/oversampling of data for optimal classification

Emanuele Loffredo, Mauro Pastore, Simona Cocco et al.

ICML 2024poster

Task-Driven Causal Feature Distillation: Towards Trustworthy Risk Prediction

Zhixuan Chu, Mengxuan Hu, Qing Cui et al.

AAAI 2024paperarXiv:2312.16113
13
citations

Towards Real-World Test-Time Adaptation: Tri-net Self-Training with Balanced Normalization

Yongyi Su, Xun Xu, Kui Jia

AAAI 2024paperarXiv:2309.14949

Two Fists, One Heart: Multi-Objective Optimization Based Strategy Fusion for Long-tailed Learning

Zhe Zhao, Pengkun Wang, HaiBin Wen et al.

ICML 2024poster

Unsupervised Episode Generation for Graph Meta-learning

Jihyeong Jung, Sangwoo Seo, Sungwon Kim et al.

ICML 2024poster