Using the initial data gathered in this study, two deep learning based computer vision approaches ... these were image classification with ResNet-101 and object detection with the Faster R-CNN. Image ...

[8] The best technique to detect brain ... accuracy in image classification and segmentation problems. In this project, we propose comparative studies of various deep learning models based on ...

It then follows a structured machine learning pipeline including data preprocessing, model building, training, validation, and testing. Data augmentation techniques were applied to improve the model's ...

CNNs are specialized deep neural networks for processing data with a grid-like topology, such as images. A CNN ... in image classifications. CNNs have been remarkably successful in tasks such as image ...

Deep learning has the advantage of using pretrained image classification models for speeding ... We selected Faster R-CNN as one of the two models for tassel detection in this study due to its ...