A Deep Learning-Based Solution to the Class Imbalance Problem in High-Resolution Land Cover Classification

A Deep Learning-Based Solution to the Class Imbalance Problem in High-Resolution Land Cover Classification

Class imbalance (CI) poses a significant challenge in machine learning, characterized by a substantial disparity in sample sizes between majority and minority classes, leading to a pronounced “long-tail effect” in statistical distributions and subsequent inference processes. This issue is particular...

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Bibliographic Details
Main Authors: Pengdi Chen, Yong Liu, Yuanrui Ren, Baoan Zhang, Yuan Zhao
Format: Article
Language:English
Published: MDPI AG 2025-05-01
Series:Remote Sensing
Subjects:
class imbalance
high-resolution land cover classification
semantic segmentation
short- and long-range contextual relationships
mamba
Online Access:https://www.mdpi.com/2072-4292/17/11/1845
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