Deep Learning

Deep learning, a subfield of machine learning, focuses on training artificial neural networks with multiple layers to extract complex patterns from data. Current research emphasizes improving model robustness against noisy or adversarial inputs, exploring efficient architectures like Vision Transformers and convolutional LSTMs for various tasks (e.g., image classification, time series forecasting), and integrating physics-informed approaches for enhanced interpretability and reliability. These advancements are significantly impacting diverse fields, from automated industrial inspection and medical image analysis to improved weather forecasting and more efficient content moderation systems.

3874papers

Papers - Page 45

August 29, 2024

ART: Actually Robust Training
Sebastian Chwilczyński, Kacper Trębacz, Karol Cyganik, Mateusz Małecki, Dariusz Brzezinski
Neural Network Output Neural Network Robust Training Model Development Art Specific Information Deep Learning
Short-Term Electricity-Load Forecasting by Deep Learning: A Comprehensive Survey
Qi Dong, Rubing Huang, Chenhui Cui, Dave Towey, Ling Zhou, Jinyu Tian, Jianzhou Wang
Electricity Demand Deep Learning Comprehensive Survey

August 28, 2024

Q-MRS: A Deep Learning Framework for Quantitative Magnetic Resonance Spectra Analysis
Christopher J. Wu, Lawrence S. Kegeles, Jia Guo
Magnetic Resonance Spectroscopic Imaging Deep Learning Framework Nuclear Magnetic Resonance Chemical Shift Magnetic Resonance Deep Learning Transfer Learning
Deep Learning-Based Automatic Multi-Level Airway Collapse Monitoring on Obstructive Sleep Apnea Patients
Ying-Chieh Hsu, Stanley Yung-Chuan Liu, Chao-Jung Huang, Chi-Wei Wu, Ren-Kai Cheng, Jane Yung-Jen Hsu, Shang-Ran Huang, Yuan-Ren Cheng+1
Obstructive Sleep Apnea Airway Tree Deep Learning Approach Deep Learning Real World Sound
GlaLSTM: A Concurrent LSTM Stream Framework for Glaucoma Detection via Biomarker Mining
Cheng Huang, Weizheng Xie, Jian Zhou, Tsengdar Lee, Karanjit Kooner, Jia Zhang
Glaucoma Diagnosis Fewer Biomarkers Biomarker Selection Deep Learning Retinal Fundus Glaucoma Challenge
Deep Learning to Predict Late-Onset Breast Cancer Metastasis: the Single Hyperparameter Grid Search (SHGS) Strategy for Meta Tuning Concerning Deep Feed-forward Neural Network
Yijun Zhou, Om Arora-Jain, Xia Jiang
Meta Tuning Hyperparameter Optimization Optimal Hyperparameters Deep Learning Hyperparameter Tuning New Hyperparameter Neural Network Breast Cancer Metastasis

August 27, 2024

On the effectiveness of smartphone IMU sensors and Deep Learning in the detection of cardiorespiratory conditions
Lorenzo Simone, Luca Miglior, Vincenzo Gervasi, Luca Moroni, Emanuele Vignali, Emanuele Gasparotti, Simona Celi
Inertial Measurement Unit Data Detection Early Screening Rapid Diagnosis Respiratory Motion Deep Learning Physiological Change
Ensuring Equitable Financial Decisions: Leveraging Counterfactual Fairness and Deep Learning for Bias
Saish Shinde
Counterfactual Fairness Absolute Stance Bias Bias Mitigation Financial Dataset Fair Decision Deep Learning Gender Bias
Time-Aware Face Anti-Spoofing with Rotation Invariant Local Binary Patterns and Deep Learning
Moritz Finke, Alexandra Dmitrienko
Offline Imitation Based Imitation Local Binary Pattern Liveness Detection Deep Learning Facial Recognition System
A Comprehensive Benchmark of Machine and Deep Learning Across Diverse Tabular Datasets
Assaf Shmuel, Oren Glickman, Teddy Lazebnik
Tabular Datasets New Machine Comprehensive Benchmark Many Recent Benchmark Deep Learning

August 26, 2024

Hybrid Deep Convolutional Neural Networks Combined with Autoencoders And Augmented Data To Predict The Look-Up Table 2006
Messaoud Djeddou, Aouatef Hellal, Ibrahim A. Hameed, Xingang Zhao, Djehad Al Dallal
Deep Learning Autoencoder Architecture Hybrid Convolutional Augmented Data Supervised Autoencoder Lookup Table
Fire-Flyer AI-HPC: A Cost-Effective Software-Hardware Co-Design for Deep Learning
Wei An, Xiao Bi, Guanting Chen, Shanhuang Chen, Chengqi Deng, Honghui Ding, Kai Dong, Qiushi Du, Wenjun Gao, Kang Guan, Jianzhong Guo+41
High Performance Computing Potential Scalability Co Design Deep Learning Artificial Intelligence
Evaluating the Visual Similarity of Southwest China's Ethnic Minority Brocade Based on Deep Learning
Shichen Liu, Huaxing Lu
Visual Similarity Rural China Deep Learning

August 25, 2024

HER2 and FISH Status Prediction in Breast Biopsy H&E-Stained Images Using Deep Learning
Ardhendu Sekhar, Vrinda Goel, Garima Jain, Abhijeet Patil, Ravi Kant Gupta, Tripti Bameta, Swapnil Rane, Amit Sethi
Cancer Genome Atlas Human Epidermal Growth Factor Receptor Deep Learning Breast Cancer
Lecture Notes on Linear Neural Networks: A Tale of Optimization and Generalization in Deep Learning
Nadav Cohen, Noam Razin
Optimization Purpose Lecture Note Strong Generalization Deep Learning Neural Network Statistical Learning Theory Linear Neural Network

August 23, 2024

A systematic review: Deep learning-based methods for pneumonia region detection
Xinmei Xu
Pneumonia Detection Deep Learning Systematic Review Deep Learning Based Deep Learning Model
EUR-USD Exchange Rate Forecasting Based on Information Fusion with Large Language Models and Deep Learning Methods
Hongcheng Ding, Xuanze Zhao, Zixiao Jiang, Shamsul Nahar Abdullah, Deshinta Arrova Dewi
Information Fusion Bi LSTM Unstructured Text Data Deep Learning
A New Era in Computational Pathology: A Survey on Foundation and Vision-Language Models
Dibaloke Chanda, Milan Aryal, Nasim Yahya Soltani, Masoud Ganji
Deep Learning Pathology Specific Vision Language Model Computational Pathology New Era Timely Survey Flawed Foundation
Deep Learning for Lung Disease Classification Using Transfer Learning and a Customized CNN Architecture with Attention
Xiaoyi Liu, Zhou Yu, Lianghao Tan
Transfer Learning Chest X Ray Deep Learning Human Attention Different Pre Trained X Ray
Deep Learning at the Intersection: Certified Robustness as a Tool for 3D Vision
Gabriel Pérez S, Juan C. Pérez, Motasem Alfarra, Jesús Zarzar, Sara Rojas, Bernard Ghanem, Pablo Arbeláez
Voxel Grid Deep Learning Randomized Smoothing Native Robustness Intersection Scenario Signed Distance Function BRIO Tool Robustness Radius

Deep Learning

Papers - Page 45

ART: Actually Robust Training

Short-Term Electricity-Load Forecasting by Deep Learning: A Comprehensive Survey

Q-MRS: A Deep Learning Framework for Quantitative Magnetic Resonance Spectra Analysis

Deep Learning-Based Automatic Multi-Level Airway Collapse Monitoring on Obstructive Sleep Apnea Patients

GlaLSTM: A Concurrent LSTM Stream Framework for Glaucoma Detection via Biomarker Mining

Deep Learning to Predict Late-Onset Breast Cancer Metastasis: the Single Hyperparameter Grid Search (SHGS) Strategy for Meta Tuning Concerning Deep Feed-forward Neural Network

On the effectiveness of smartphone IMU sensors and Deep Learning in the detection of cardiorespiratory conditions

Ensuring Equitable Financial Decisions: Leveraging Counterfactual Fairness and Deep Learning for Bias

Time-Aware Face Anti-Spoofing with Rotation Invariant Local Binary Patterns and Deep Learning

A Comprehensive Benchmark of Machine and Deep Learning Across Diverse Tabular Datasets

Hybrid Deep Convolutional Neural Networks Combined with Autoencoders And Augmented Data To Predict The Look-Up Table 2006

Fire-Flyer AI-HPC: A Cost-Effective Software-Hardware Co-Design for Deep Learning

Evaluating the Visual Similarity of Southwest China's Ethnic Minority Brocade Based on Deep Learning

HER2 and FISH Status Prediction in Breast Biopsy H&E-Stained Images Using Deep Learning

Lecture Notes on Linear Neural Networks: A Tale of Optimization and Generalization in Deep Learning

A systematic review: Deep learning-based methods for pneumonia region detection

EUR-USD Exchange Rate Forecasting Based on Information Fusion with Large Language Models and Deep Learning Methods

A New Era in Computational Pathology: A Survey on Foundation and Vision-Language Models

Deep Learning for Lung Disease Classification Using Transfer Learning and a Customized CNN Architecture with Attention

Deep Learning at the Intersection: Certified Robustness as a Tool for 3D Vision