Self-Supervised Transfer Learning from Natural Images for Sound Classification

Self-Supervised Transfer Learning from Natural Images for Sound Classification

We propose the implementation of transfer learning from natural images to audio-based images using self-supervised learning schemes. Through self-supervised learning, convolutional neural networks (CNNs) can learn the general representation of natural images without labels. In this study, a convolut...

Πλήρης περιγραφή

Λεπτομέρειες βιβλιογραφικής εγγραφής
Κύριοι συγγραφείς:	Sungho Shin, Jongwon Kim, Yeonguk Yu, Seongju Lee, Kyoobin Lee
Μορφή:	Άρθρο
Γλώσσα:	English
Έκδοση:	MDPI AG 2021-03-01
Σειρά:	Applied Sciences
Θέματα:	deep learning sound event detection self-supervised learning transfer learning natural image
Διαθέσιμο Online:	https://www.mdpi.com/2076-3417/11/7/3043

Παρόμοια τεκμήρια

BattleSound: A Game Sound Benchmark for the Sound-Specific Feedback Generation in a Battle Game
ανά: Sungho Shin, κ.ά.
Έκδοση: (2023-01-01)

Semi-Supervised NMF-CNN for Sound Event Detection
ανά: Teck Kai Chan, κ.ά.
Έκδοση: (2021-01-01)

Weakly Supervised U-Net with Limited Upsampling for Sound Event Detection
ανά: Sangwon Lee, κ.ά.
Έκδοση: (2023-06-01)

Transfer learning application of self-supervised learning in ARPES
ανά: Sandy Adhitia Ekahana, κ.ά.
Έκδοση: (2023-01-01)

From Self-supervised Learning to Transfer Learning with Musculoskeletal Radiographs
ανά: Hinterwimmer Florian, κ.ά.
Έκδοση: (2022-09-01)

Self-Supervised Learning for Solar Radio Spectrum Classification
ανά: Siqi Li, κ.ά.
Έκδοση: (2022-12-01)

Classification of the Sidewalk Condition Using Self-Supervised Transfer Learning for Wheelchair Safety Driving
ανά: Ha-Yeong Yoon, κ.ά.
Έκδοση: (2022-01-01)

Robust Skin Disease Classification by Distilling Deep Neural Network Ensemble for the Mobile Diagnosis of Herpes Zoster
ανά: Seunghyeok Back, κ.ά.
Έκδοση: (2021-01-01)

Sound-Event Detection of Water-Usage Activities Using Transfer Learning
ανά: Seung Ho Hyun
Έκδοση: (2023-12-01)

Study on Human Activity Recognition Using Semi-Supervised Active Transfer Learning
ανά: Seungmin Oh, κ.ά.
Έκδοση: (2021-04-01)

w2v-SELD: A Sound Event Localization and Detection Framework for Self-Supervised Spatial Audio Pre-Training
ανά: Orlem Lima Dos Santos, κ.ά.
Έκδοση: (2024-01-01)

Patch-Level Consistency Regularization in Self-Supervised Transfer Learning for Fine-Grained Image Recognition
ανά: Yejin Lee, κ.ά.
Έκδοση: (2023-09-01)

Abnormal Heart Sound Classification and Model Interpretability: A Transfer Learning Approach with Deep Learning
ανά: Milan Marocchi, κ.ά.
Έκδοση: (2023-12-01)

Supervised contrastive pretrained ResNet with MixUp to enhance respiratory sound classification on imbalanced and limited dataset
ανά: Hu, Jinhai, κ.ά.
Έκδοση: (2024)

Self-supervised in-domain representation learning for remote sensing image scene classification
ανά: Ali Ghanbarzadeh, κ.ά.
Έκδοση: (2024-10-01)

Transfer learning for self-supervised, blind-spot seismic denoising
ανά: Claire Birnie, κ.ά.
Έκδοση: (2022-12-01)

Self-Supervised Assisted Semi-Supervised Residual Network for Hyperspectral Image Classification
ανά: Liangliang Song, κ.ά.
Έκδοση: (2022-06-01)

CLASSIFICATION BASED ON SEMI-SUPERVISED LEARNING: A REVIEW
ανά: Aska Ezadeen Mehyadin, κ.ά.
Έκδοση: (2021-05-01)

Contrastive Self-Supervised Learning for Sensor-Based Human Activity Recognition: A Review
ανά: Hui Chen, κ.ά.
Έκδοση: (2024-01-01)

Weakly Supervised Instance Segmentation Based on Two-Stage Transfer Learning
ανά: Yongqing Sun, κ.ά.
Έκδοση: (2020-01-01)

Self-Supervised Encoders Are Better Transfer Learners in Remote Sensing Applications
ανά: Zachary D. Calhoun, κ.ά.
Έκδοση: (2022-11-01)

Combining weakly and strongly supervised learning improves strong supervision in Gleason pattern classification
ανά: Sebastian Otálora, κ.ά.
Έκδοση: (2021-05-01)

Research on Semi-Supervised Sound Event Detection Based on Mean Teacher Models Using ML-LoBCoD-NET
ανά: Jinjia Wang, κ.ά.
Έκδοση: (2020-01-01)

DimCL: Dimensional Contrastive Learning for Improving Self-Supervised Learning
ανά: Thanh Nguyen, κ.ά.
Έκδοση: (2023-01-01)

Image-Based Vehicle Classification by Synergizing Features from Supervised and Self-Supervised Learning Paradigms
ανά: Shihan Ma, κ.ά.
Έκδοση: (2023-02-01)

Weak Supervised Sound Event Detection Based on Puzzle CAM
ανά: Xichang Cai, κ.ά.
Έκδοση: (2023-01-01)

OVERVIEW OF COMPUTER VISION SUPERVISED LEARNING TECHNIQUES FOR LOW-DATA TRAINING
ανά: BURLACU, Alexandru
Έκδοση: (2020-12-01)

Study of implicit information semi-supervised learning algorithm
ανά: Guo-dong LIU, κ.ά.
Έκδοση: (2015-10-01)

Study of implicit information semi-supervised learning algorithm
ανά: Guo-dong LIU, κ.ά.
Έκδοση: (2015-10-01)

Deep Transfer Learning for Machine Diagnosis: From Sound and Music Recognition to Bearing Fault Detection
ανά: Eugenio Brusa, κ.ά.
Έκδοση: (2021-12-01)

An improved self-supervised learning for EEG classification
ανά: Yanghan Ou, κ.ά.
Έκδοση: (2022-05-01)

InverseTime: A Self-Supervised Technique for Semi-Supervised Classification of Time Series
ανά: Manuel Alejandro Goyo, κ.ά.
Έκδοση: (2024-01-01)

Enhancing Retinal Blood Vessel Segmentation through Self-Supervised Pre-Training
ανά: José Morano, κ.ά.
Έκδοση: (2020-08-01)

Self-Supervised Video Representation and Temporally Adaptive Attention for Audio-Visual Event Localization
ανά: Yue Ran, κ.ά.
Έκδοση: (2022-12-01)

Audio-Based Emotion Recognition Using Self-Supervised Learning on an Engineered Feature Space
ανά: Peranut Nimitsurachat, κ.ά.
Έκδοση: (2024-01-01)

An Enhanced Contrastive Ensemble Learning Method for Anomaly Sound Detection
ανά: Jingneng Liao, κ.ά.
Έκδοση: (2025-02-01)

Classification of Ground-Based Cloud Images by Contrastive Self-Supervised Learning
ανά: Qi Lv, κ.ά.
Έκδοση: (2022-11-01)

Shifting to machine supervision: annotation-efficient semi and self-supervised learning for automatic medical image segmentation and classification
ανά: Pranav Singh, κ.ά.
Έκδοση: (2024-05-01)

A survey on heterogeneous transfer learning
ανά: Oscar Day, κ.ά.
Έκδοση: (2017-09-01)

An Effective Representation Learning Approach: The Integrated Self-Supervised Pre-Training Models of StyleGAN2-ADA and DINO for Colon Polyp Images
ανά: Jong-Yeup Kim, κ.ά.
Έκδοση: (2023-01-01)