ClassHyPer: ClassMix-Based Hybrid Perturbations for Deep Semi-Supervised Semantic Segmentation of Remote Sensing Imagery

ClassHyPer: ClassMix-Based Hybrid Perturbations for Deep Semi-Supervised Semantic Segmentation of Remote Sensing Imagery

Inspired by the tremendous success of deep learning (DL) and the increased availability of remote sensing data, DL-based image semantic segmentation has attracted growing interest in the remote sensing community. The ideal scenario of DL application requires a vast number of annotation data with the...

Full description

Bibliographic Details
Main Authors:	Yongjun He, Jinfei Wang, Chunhua Liao, Bo Shan, Xin Zhou
Format:	Article
Language:	English
Published:	MDPI AG 2022-02-01
Series:	Remote Sensing
Subjects:	deep learning remote sensing semantic segmentation transfer learning semi-supervised learning consistency regularization hybrid perturbation
Online Access:	https://www.mdpi.com/2072-4292/14/4/879

Similar Items

Enhancing Semi-Supervised Semantic Segmentation of Remote Sensing Images via Feature Perturbation-Based Consistency Regularization Methods
by: Yi Xin, et al.
Published: (2024-01-01)

MS4D-Net: Multitask-Based Semi-Supervised Semantic Segmentation Framework with Perturbed Dual Mean Teachers for Building Damage Assessment from High-Resolution Remote Sensing Imagery
by: Yongjun He, et al.
Published: (2023-01-01)

P-PseudoLabel: Enhanced Pseudo-Labeling Framework With Network Pruning in Semi-Supervised Learning
by: Gyeongdo Ham, et al.
Published: (2022-01-01)

Refined Semi-Supervised Modulation Classification: Integrating Consistency Regularization and Pseudo-Labeling Techniques
by: Min Ma, et al.
Published: (2024-01-01)

Semi-Supervised Metallographic Image Segmentation via Consistency Regularization and Contrastive Learning
by: Fan Chen, et al.
Published: (2023-01-01)

SemiSANet: A Semi-Supervised High-Resolution Remote Sensing Image Change Detection Model Using Siamese Networks with Graph Attention
by: Chengzhe Sun, et al.
Published: (2022-06-01)

Semi-supervised 3D shape segmentation with multilevel consistency and part substitution
by: Chun-Yu Sun, et al.
Published: (2023-01-01)

Semi-Supervised Medical Image Segmentation Guided by Bi-Directional Constrained Dual-Task Consistency
by: Ming-Zhang Pan, et al.
Published: (2023-02-01)

Mixup Based Cross-Consistency Training for Named Entity Recognition
by: Geonsik Youn, et al.
Published: (2022-11-01)

A Semi-Supervised Speech Deception Detection Algorithm Combining Acoustic Statistical Features and Time-Frequency Two-Dimensional Features
by: Hongliang Fu, et al.
Published: (2023-04-01)

Semi-Supervised Deep Metric Learning Networks for Classification of Polarimetric SAR Data
by: Hongying Liu, et al.
Published: (2020-05-01)

DYMatch: Semi-Supervised Learning with Dynamic Pseudo Labeling and Feature Consistency
by: Zhongjie Mao, et al.
Published: (2023-12-01)

Enhancement of Urban Floodwater Mapping From Aerial Imagery With Dense Shadows via Semisupervised Learning
by: Yongjun He, et al.
Published: (2022-01-01)

Prototype Regularized Manifold Regularization Technique for Semi-Supervised Online Extreme Learning Machine
by: Muhammad Zafran Muhammad Zaly Shah, et al.
Published: (2022-04-01)

Curriculum Consistency Learning and Multi-Scale Contrastive Constraint in Semi-Supervised Medical Image Segmentation
by: Weizhen Ding, et al.
Published: (2023-12-01)

A Semi-Supervised Stacked Autoencoder Using the Pseudo Label for Classification Tasks
by: Jie Lai, et al.
Published: (2023-08-01)

Semi-Supervised Segmentation for Coastal Monitoring Seagrass Using RPA Imagery
by: Brandon Hobley, et al.
Published: (2021-04-01)

Semi-Supervised Domain Adaptation Using Explicit Class-Wise Matching for Domain-Invariant and Class-Discriminative Feature Learning
by: Ba Hung Ngo, et al.
Published: (2021-01-01)

FocalMatch: Mitigating Class Imbalance of Pseudo Labels in Semi-Supervised Learning
by: Yongkun Deng, et al.
Published: (2022-10-01)

CLASSIFICATION BASED ON SEMI-SUPERVISED LEARNING: A REVIEW
by: Aska Ezadeen Mehyadin, et al.
Published: (2021-05-01)

A semi-supervised learning approach with consistency regularization for tumor histopathological images analysis
by: Yanyun Jiang, et al.
Published: (2023-01-01)

Class Imbalanced Medical Image Classification Based on Semi-Supervised Federated Learning
by: Wei Liu, et al.
Published: (2023-02-01)

Dual Semi-Supervised Learning for Classification of Alzheimer’s Disease and Mild Cognitive Impairment Based on Neuropsychological Data
by: Yan Wang, et al.
Published: (2023-02-01)

Non-Intrusive Load Identification Method Based on Self-Supervised Regularization
by: Ruifeng Zhao, et al.
Published: (2023-01-01)

Robust Semi-Supervised Regression for Vehicle Interior Noise Prediction
by: Sejin Sim, et al.
Published: (2024-01-01)

Revisiting Consistency for Semi-Supervised Semantic Segmentation
by: Ivan Grubišić, et al.
Published: (2023-01-01)

Lagrangian Regularized Twin Extreme Learning Machine for Supervised and Semi-Supervised Classification
by: Jun Ma, et al.
Published: (2022-06-01)

ProMatch: Semi-Supervised Learning with Prototype Consistency
by: Ziyu Cheng, et al.
Published: (2023-08-01)

SFS-AGGL: Semi-Supervised Feature Selection Integrating Adaptive Graph with Global and Local Information
by: Yugen Yi, et al.
Published: (2024-01-01)

A semi-supervised label distribution learning model with label correlations and data manifold exploration
by: Ruiqi Guo, et al.
Published: (2022-11-01)

Sub-Graph Regularization on Kernel Regression for Robust Semi-Supervised Dimensionality Reduction
by: Jiao Liu, et al.
Published: (2019-11-01)

LMGAN: Linguistically Informed Semi-Supervised GAN with Multiple Generators
by: Whanhee Cho, et al.
Published: (2022-11-01)

Efficient Information-Theoretic Large-Scale Semi-Supervised Metric Learning via Proxies
by: Peng Chen, et al.
Published: (2023-08-01)

Sparse Representation Graph for Hyperspectral Image Classification Assisted by Class Adjusted Spatial Distance
by: Wanghao Xu, et al.
Published: (2020-11-01)

Self-Supervised Skill Learning for Semi-Supervised Long-Horizon Instruction Following
by: Benhui Zhuang, et al.
Published: (2023-03-01)

Assembly Quality Detection Based on Class-Imbalanced Semi-Supervised Learning
by: Zichen Lu, et al.
Published: (2021-11-01)

Self-Supervised Denoising for Real Satellite Hyperspectral Imagery
by: Jinchun Qin, et al.
Published: (2022-06-01)

Semi-Supervised Remote Sensing Image Semantic Segmentation via Consistency Regularization and Average Update of Pseudo-Label
by: Jiaxin Wang, et al.
Published: (2020-11-01)

High-Rankness Regularized Semi-Supervised Deep Metric Learning for Remote Sensing Imagery
by: Jian Kang, et al.
Published: (2020-08-01)

A Novel Maximum Mean Discrepancy-Based Semi-Supervised Learning Algorithm
by: Qihang Huang, et al.
Published: (2021-12-01)