Accept: 2025-08-14 / Publish: 2025-09-15
This paper proposes a novel Neural Network Coding Layer (NNCL) that applies network coding theory to provide structured redundancy and enable reconstruction of lost features, thereby mitigating information loss problems in deep learning models. Unlike existing skip connections or attention mechanisms, NNCL embeds reconstructible redundancy into intermediate features through a learnable coding process, providing an explicit algebraic restoration mechanism for the original features. This design adapts the core principle of network coding—encoding information recoverably across a channel—for application within the computational graph of a neural network. Extensive experiments on the CIFAR-10 and CIFAR-100 datasets validate NNCL’s effectiveness. Even under a more conventional feature erasure rate of 20%, NNCL consistently improved classification accuracy by up to 8.3 percentage points. The model’s robustness becomes even more pronounced under extreme conditions. In a deliberate stress test involving 60% feature erasure—a scenario where baseline model performance collapses—NNCL dramatically boosted accuracy by up to 40.3 percentage points (e.g., from 19.8% to 60.1% on CIFAR-100). The proposed layer is designed to be modular and has been successfully integrated into various modern architectures, including ResNet and EfficientNet, and Vision Transformer, proving its broad applicability.
LinkAccept: 2024-10-14 / Publish: 2024-12-01
- 논문제목 : Prospects and Challenges of Reinforcement Learning-Based HVAC Control
- 학회, 게재지 : JOURNAL OF BUILDING ENGINEERING
- 게재(발표)연도 : 2024
학회기간: 2023-10-11 ~ 2023-10-13
- 논문제목 : Short-term Korea East-sea Temperature Forecasting Approach based on Seq2Seq Model using Multi Parameters
- 학회, 게재지 : ICTC
- 게재(발표)연도 : 2023
학회기간: 2023-10-11 ~ 2023-10-13
- 논문제목 : A Comparative Analysis of Time Series Forecasting Methods for Short-Term Electricity Demand Prediction
- 학회, 게재지 : ICTC
- 게재(발표)연도 : 2023
Accept: 2023-08-02 / Publish: 2024-01-02
- 논문제목 : Facile fabrication and characterization of MXene/cellulose composites for electrical properties, electric heating performance
- 학회, 게재지 : Fashion and Textiles
- 게재(발표)연도 : 2023
학회기간: 2023-06-25 ~ 2023-06-28
- 논문제목 : Analysis of Domestic Building Detection based on the YOLO
- 학회, 게재지 : 전자공학회
- 게재(발표)연도 : 2023
학회기간: 2023-06-25 ~ 2023-06-28
- 논문제목 : New Infectious Disease Prevention Technology applied with IT: Baggage Disinfection Device
- 학회, 게재지 : 전자공학회
- 게재(발표)연도 : 2023
Accept: 2023-06-22 / Publish: 2023-06-24
- 논문제목 : Sustainable and Elastic Carbon Aerogel by PDMS Coating for Organic Solvent Absorption and Potential Application for Sensors (infections, environmental, wearable sensors, etc.)
- 학회, 게재지 : MDPI materials
- 게재(발표)연도 : 2023
학회기간: 2022-10-19 ~ 2022-10-21
- 논문제목 : A Study on the Spatial Division and Identifier Assignment Method for Objects Location in Indoor Digital Twin
- 학회, 게재지 : ICTC
- 게재(발표)연도 : 2022
학회기간: 2022-10-19 ~ 2022-10-21
- 논문제목 : Activity and environment sensor application: Tonometry aided arrhythmia detection system
- 학회, 게재지 : ICTC
- 게재(발표)연도 : 2022
학회기간: 2022-10-19 ~ 2022-10-21
- 논문제목 : A Study on Module Manufacture and Sterilization Effect of 405nm Laser Diodes for Application of Intelligent Prevention System
- 학회, 게재지 : ICTC
- 게재(발표)연도 : 2022
학회기간: 2022-10-13 ~ 2022-10-14
- 논문제목 : DICOM standard normal tissue complication probability calculator development
- 학회, 게재지 : 대한방사선종양학회
- 게재(발표)년도 : 2022
학회기간: 2022-06-29 ~ 2022-07-01
- 논문제목 : 심혈관 건강관리 서비스를 위한 웨어러블 활동량 측정기 설계
- 학회, 게재지 : 전자공학회
- 게재(발표)연도 : 2022
학회기간: 2022-06-29 ~ 2022-07-01
- 논문제목 : 이산화염소수의 살균력 평가 및 IoT 기반의 수하물 방역 시스템 설계에 관한 연구
- 학회, 게재지 : 전자공학회
- 게재(발표)연도 : 2022
학회기간: 2022-06-29 ~ 2022-07-01
- 논문제목 : LSTM을 활용한 국내 코로나19 기간 별 확진자 수 예측 연구
- 학회, 게재지 : 전자공학회
- 게재(발표)연도 : 2022