mlsanityData to 7 Oct 2026

Convolutional Neural Networks for Predictive Modeling of Lung Disease

arXiv 2408.12605 ↗First posted 8 Aug 2024eess.IV cs.AI cs.CVcited by 7

Not on the map. Why?

Abstract (arXiv)

In this paper, Pro-HRnet-CNN, an innovative model combining HRNet and void-convolution techniques, is proposed for disease prediction under lung imaging. Through the experimental comparison on the authoritative LIDC-IDRI dataset, we found that compared with the traditional ResNet-50, Pro-HRnet-CNN showed better performance in the feature extraction and recognition of small-size nodules, significantly improving the detection accuracy. Particularly within the domain of detecting smaller targets, the model has exhibited a remarkable enhancement in accuracy, thereby pioneering an innovative avenue for the early identification and prognostication of pulmonary conditions.

Key facts. Cited by 7 papers in the map (data through 7 Oct 2026). Builds on 16 of its 27 references that are in the map. First posted on arXiv 8 Aug 2024.

Builds on

16 of 27 references.

References · 16

  1. 2024Survival Prediction Across Diverse Cancer Types Using Neural Networkscited by 80
  2. 2024Convolutional neural network classification of cancer cytopathology images: taking breast cancer as an examplecited by 50
  3. 2015Improving Computer-aided Detection using Convolutional Neural Networks and Random View Aggregationcited by 22
  4. 2024Application of Multimodal Fusion Deep Learning Model in Disease Recognitioncited by 12
  5. 2024Exploration of Attention Mechanism-Enhanced Deep Learning Models in the Mining of Medical Textual Datacited by 11
  6. 2024Enhancing Medical Imaging with GANs Synthesizing Realistic Images from Limited Datacited by 11
  7. 2024Advanced Financial Fraud Detection Using GNN-CL Modelcited by 11
  8. 2024An Enhanced Encoder-Decoder Network Architecture for Reducing Information Loss in Image Semantic Segmentationcited by 10
  9. 2024Exploration of Multi-Scale Image Fusion Systems in Intelligent Medical Image Analysiscited by 10
  10. 2024Research on Deep Learning Model of Feature Extraction Based on Convolutional Neural Networkcited by 7
  11. 2024Application of Computer Deep Learning Model in Diagnosis of Pulmonary Nodulescited by 7
  12. 2024Advancements in Feature Extraction Recognition of Medical Imaging Systems Through Deep Learning Techniquecited by 7
4 more
  1. 2024Research on Early Warning Model of Cardiovascular Disease Based on Computer Deep Learningcited by 6
  2. 2024Research on Disease Prediction Model Construction Based on Computer AI deep Learning Technologycited by 6
  3. 2024Research on Optimization of Natural Language Processing Model Based on Multimodal Deep Learningcited by 5
  4. 2024Research on Feature Extraction Data Processing System For MRI of Brain Diseases Based on Computer Deep Learningcited by 5

Built on by

Cited by year

Citing papers per year: 2024: 7.

7 papers.

  1. 2024Self-Supervised Graph Neural Networks for Enhanced Feature Extraction in Heterogeneous Information Networkscited by 33
  2. 2024Advanced RAG Models with Graph Structures: Optimizing Complex Knowledge Reasoning and Text Generationcited by 13
  3. 2024Optimizing YOLOv5s Object Detection through Knowledge Distillation algorithmcited by 11
  4. 2024Self-Supervised Learning in Deep Networks: A Pathway to Robust Few-Shot Classificationcited by 11
  5. 2024Adversarial Neural Networks in Medical Imaging Advancements and Challenges in Semantic Segmentationcited by 10
  6. 2024Automated Genre-Aware Article Scoring and Feedback Using Large Language Modelscited by 7
  7. 2024Optimizing Retrieval-Augmented Generation with Elasticsearch for Enhanced Question-Answering Systemscited by 5