[PDF][PDF] A Comprehensive Approach to Cow Stall Number Detection: Model Optimization and Performance Evaluation

K Roy - 2023 - researchgate.net
This study presents an innovative approach to the problem of stall number detection in dairy
farms, leveraging the power of deep learning and object detection models. An existing …

[PDF][PDF] Enhanced Stall Number Recognition in Cow Teat Images using Fine-tuned ResNet Models

V Biyyala - 2023 - researchgate.net
The automated identification of stall numbers [19] from cow teat images holds significant
promise in optimizing livestock management systems. In this study, various pre-trained …

[PDF][PDF] Building and Training a Custom Convolutional Neural Network with PyTorch using Cow Teat Image Dataset

VR Marellapudi - 2023 - researchgate.net
This report outlines the development of a custom Convolutional Neural Network (CNN)
using PyTorch for image classification, leveraging a dataset comprising 1149 training …

[PDF][PDF] Automated Vertebral Heart Size Prediction Using Deep Learning-Based Point Detection Models

A Adhi - management - researchgate.net
Canine cardiomegaly detection requires precise Vertebral Heart Size (VHS) measurements
from thoracic radiographs. This study presents an automated solution using a fine-tuned …

[PDF][PDF] Comparative Analysis of YOLOv8 Architectural Variations: Evaluating the Performance of YOLOv8-ConvNeXtV2 and YOLOv8-DyHead Enhancements based on …

M Wang - researchgate.net
This study presents a comprehensive comparative analysis of the YOLOv8 object detection
architecture and its two novel variations: YOLOv8-ConvNeXtV2 and YOLOv8-DyHead. The …

[PDF][PDF] A Comparison of VGG16 and Homemade Resnet50-based Model for Cow Teat Image Classification

Y Wu - researchgate.net
This report presents a comparison between two deep convolutional neural network models,
VGG16 and a homemade model based on VGG50, for cow teat image classification tasks …

[PDF][PDF] Object Detection for Stalls Using YOLOv5

Y Wu - researchgate.net
This project focuses on detecting the number of stalls in a dataset of images using the
YOLOv5 object detection algorithm. The dataset comprises 1042 images for training and …

[PDF][PDF] Keypoint Detection Model for Measuring Vertebral Heart Size in Dogs

GR Goddu - researchgate.net
This research introduces a novel deep learning approach for keypoint detection in
radiographs to objectively measure heart size. By employing a state-of-the-art convolutional …

[PDF][PDF] Deep Learning-Based Segmentation of Bird Sound Spectrograms Using a ResNet50 Encoder-Decoder Model

A Adhi - researchgate.net
The segmentation of bird sound spectrograms is a critical task for bioacoustic analysis,
enabling more efficient ecological monitoring and sound event detection. This study …

[PDF][PDF] Automated Framework for Vertebral Heart Size Estimation and Keypoint Detection in Canine Cardiac Imaging.

V Burra - researchgate.net
This study presents a deep learning framework for detecting keypoints and estimating
vertebral heart size (VHS) from canine heart images. The proposed method utilizes a …