News

Google Wants to Get Better at Spotting Wildfires From Space
A partnership with the nonprofit Earth Fire Alliance and satellite manufacturer Muon Space is giving Google a better shot at ...
devdiscourse29d
Deep learning model outperforms baselines in wildfire forecasting | Science-Environment - Devdiscourse
The study, titled “Wildfire Spread Forecasting with Deep Learning”, was published on arXiv. Led by researchers from the National Observatory of Athens and Universitat de València, the project ...
Scientific Research Publishing3mon
Diabetic Retinopathy Detection with Deep Learning: A ResNet-CNN Model Enhanced by Attention Mechanism and Ensemble Learning - Scientific Research Publishing
Prediction accuracy and stability were significantly enhanced via ensemble learning, especially in difficult scenarios where individual CNN models could have had challenges. In comparison to previous ...
Frontiers9mon
Deep learning with ensemble approach for early pile fire detection using aerial images - Frontiers
When pile-fire and no-pile-fire components coexist in a mixed image, the frame is designated “pile-fire,” when there is no pile burn, the frame is labeled “no-pile-fire.” The Forward-Looking-Infrared ...
IEEE1y
Wildfire Detection With Deep Learning—A Case Study for the CICLOPE Project - IEEE Xplore
The research work presented in this paper evaluates the potential improvement in wildfire smoke detection accuracy and specificity using deep learning-based architectures. It proposes a solution based ...
today.ucsd1y
Firing Up Fire Detection Efforts with Deep Learning Models
Article Content. Researchers at the San Diego Supercomputer Center at UC San Diego have developed new deep learning models to continue improving efforts for early wildfire detection.These efforts at ...
GitHub2y
AhmedElHoffy/Federated-Deep-Learning-in-UAV-Networks-for-Wildfire-Surveillance - GitHub
The unmanned aerial vehicle network (UAV net) has been attracting substantial attention as a solution of wildfire surveillance. Application of federated learning (FL) for the UAV-net can provide an ...
GitHub2y
GitHub - tobybreckon/fire-detection-cnn: real-time fire detection in video imagery using a convolutional neural network (deep learning) - from our ICIP 2018 paper (Dunnings ...
Put simply, our full-frame binary detection (FireNet, InceptionV1-OnFire, InceptionV3-OnFire, InceptionV4-OnFire) architectures determine whether an image frame contains fire globally, whereas the ...