Dataset balancing can hurt model performance

30 June 2023

Papers citing "Dataset balancing can hurt model performance"

7 / 7 papers shown

Title
DRIP: DRop unImportant data Points -- Enhancing Machine Learning Efficiency with Grad-CAM-Based Real-Time Data Prioritization for On-Device Training Marcus Rüb Daniel Konegen Patrick Selle Axel Sikora Daniel Mueller-Gritschneder 21 0 0 11 Apr 2025
Geometric Prior Guided Feature Representation Learning for Long-Tailed Classification Yanbiao Ma Licheng Jiao F. Liu Shuyuan Yang Xu Liu Puhua Chen 30 10 0 21 Jan 2024
Audio classification with Dilated Convolution with Learnable Spacings Ismail Khalfaoui-Hassani T. Masquelier Thomas Pellegrini 25 1 0 25 Sep 2023
CED: Consistent ensemble distillation for audio tagging Heinrich Dinkel Yongqing Wang Zhiyong Yan Junbo Zhang Yujun Wang 26 19 0 23 Aug 2023
Listen, Think, and Understand Yuan Gong Hongyin Luo Alexander H. Liu Leonid Karlinsky James R. Glass ELM MLLM LRM 43 140 0 18 May 2023
PSLA: Improving Audio Tagging with Pretraining, Sampling, Labeling, and Aggregation Yuan Gong Yu-An Chung James R. Glass VLM 104 144 0 02 Feb 2021
ImageNet Large Scale Visual Recognition Challenge Olga Russakovsky Jia Deng Hao Su J. Krause S. Satheesh ... A. Karpathy A. Khosla Michael S. Bernstein Alexander C. Berg Li Fei-Fei VLM ObjD 307 39,238 0 01 Sep 2014