Confident Pseudo-labeled Diffusion Augmentation for Canine Cardiomegaly Detection

S Zhang, LR Polamreddy, Y Zhang - arxiv preprint arxiv:2501.07533, 2025 - arxiv.org
Canine cardiomegaly, marked by an enlarged heart, poses serious health risks if
undetected, requiring accurate diagnostic methods. Current detection models often rely on …

[PDF][PDF] Dog cardiomegaly six key points detection and VHS calculation using the Convolutional vision Transformer model

J Li - 2024 - researchgate.net
Cardiomegaly is a common disease that causes the death of dogs. The field of veterinary
medicine has paid great attention to detecting dog heart abnormalities to enable the early …

Leapfrog Latent Consistency Model (LLCM) for Medical Images Generation

LR Polamreddy, K Roy, SH Yueh, D Mahato… - arxiv preprint arxiv …, 2024 - arxiv.org
The scarcity of accessible medical image data poses a significant obstacle in effectively
training deep learning models for medical diagnosis, as hospitals refrain from sharing their …

[PDF][PDF] Efficient and Accurate Classification of DogHeart X-Rays Using Convolutional Neural Networks

H Dang - Unpublished, 2024 - researchgate.net
This paper introduces a convolutional neural network (CNN) model designed for image
classification tasks and evaluates its performance on the benchmark DogHeart dataset. The …

[PDF][PDF] PawHeart AI: Efficient Detection of Dog Cardiomegaly Using CNNs

A Krishnan - Unpublished, 2024 - researchgate.net
Cardiomegaly, or heart enlargement, is a significant condition in dogs requiring precise
diagnosis. This study introduces a Convolutional Neural Network (CNN) model to classify …

[PDF][PDF] Predicting Automated VHS Point Detection in Dogs Using PyTorch EfficientNetB7

P Gajjar - 2024 - researchgate.net
This paper proposes a novel approach for automated vertebral heart size point detection in
dogs using a PyTorch EfficientNetB7 object detection model. Our model leverages …

[PDF][PDF] Vertebral Heart Score-Based Canine Cardiomegaly Detection Using Deep Learning

T Prabhakar - 2024 - researchgate.net
Accurate detection of canine cardiomegaly is essential for diagnosing and treating cardiac
conditions in dogs. The Vertebral Heart Score (VHS) is a standard method for evaluating …

[PDF][PDF] Precision Veterinary Imaging: Vertebral Heart Size Measurement in Dog X-rays with EfficientNet-B7 and Self-Attention Mechanisms

LP Ramisetty - 2024 - researchgate.net
This research report details the development and implementation of a point detection model
for measuring the Vertebral Heart Size (VHS) of dogs using X-ray images. The goal is to …

[PDF][PDF] Efficientnet-based deep learning model for dog cardiomegaly detection

N Deekonda - 2023 - researchgate.net
Cardiomegaly, or the enlargement of the heart, is a critical condition in dogs that requires
accurate and timely diagnosis to ensure effective treatment. This study presents a deep …

[PDF][PDF] Dog Heart Keypoint Detection using EfficientNet

Y Yao - 2024 - researchgate.net
This paper presents a method for detecting keypoints in dog heart images using EfficientNet.
The aim is to accurately predict six keypoints on dog heart images, which are used to …