GitHub

This repository is based on Ultralytics/yolov5, with adjustments to enable polygon prediction boxes.

data/polygon_ucas.yaml : Exemplar UCAS-AOD dataset to test the effects of polygon boxes data/images/UCAS-AOD : For the inference of polygon-yolov5s-ucas.pt models/common.py : 3.1. class Polygon_NMS : ...
Nature

Prediction of functional outcomes in aneurysmal subarachnoid hemorrhage using pre-/postoperative noncontrast CT within 3 days of admission

Aneurysmal subarachnoid hemorrhage (aSAH) is a life-threatening condition, and accurate prediction of functional outcomes is critical for optimizing patient management within the initial 3 days of ...
IEEE

A Unified Super-Resolution Framework of Remote-Sensing Satellite Images Classification Based on Information Fusion of Novel Deep Convolutional Neural Network Architectures

Abstract: Land-use and land-cover (LULC) classification is an active research challenge in the area of remotely sensed satellite images due to critical applications, such as resource management and ...
ahajournals.org

Automated Prediction of Proximal Middle Cerebral Artery Occlusions in Noncontrast Brain Computed Tomography

Early identification of large vessel occlusion (LVO) in patients with ischemic stroke is crucial for timely interventions. We propose a machine learning–based algorithm (JLK-CTL) that uses handcrafted ...
GitHub

Parameter Prediction for Unseen Deep Architectures (NeurIPS 2021)

This repository contains the code to train and evaluate Graph HyperNetworks (GHNs). This repository also contains the DeepNets-1M dataset of neural architectures proposed in our paper to train and ...
Nature

Classification and mutation prediction based on histopathology H&E images in liver cancer using deep learning

Hepatocellular carcinoma (HCC) is the fourth leading cause of cancer-related mortality and is currently the main cause of liver-related death, leading to more than one million deaths annually ...
Frontiers

Crop Yield Prediction Using Deep Neural Networks

Crop yield is a highly complex trait determined by multiple factors such as genotype, environment, and their interactions. Accurate yield prediction requires fundamental understanding of the ...
LinkedIn

Auditing the data using Python

This article is an excerpt from my book “Practical Data Analysis: Using Python & Open Source Technology” (available on Amazon worldwide, Google Play and Apple iBook Store). “Python” and “R” are ...
Frontiers

Illusory Motion Reproduced by Deep Neural Networks Trained for Prediction

The cerebral cortex predicts visual motion to adapt human behavior to surrounding objects moving in real time. Although the underlying mechanisms are still unknown, predictive coding is one of the ...
IEEE

Mandatory Leaf Node Prediction in Hierarchical Multilabel Classification

Abstract: In hierarchical classification, the output labels reside on a tree- or directed acyclic graph (DAG)-structured hierarchy. On testing, the prediction paths of a given test example may be ...